1040Bench
Evaluating frontier agents on real-world, long-horizon tax work
David Xu, Tommy Colitsas · Aug 21, 2026
Introduction
1040Bench evaluates frontier models on their ability to prepare a Form 1040, the primary return U.S. taxpayers file to determine their federal income tax.
The IRS processes more than 160M Form 1040s each year; preparing a typical return requires CPAs to trace and reconcile information across a stack of W-2s, 1099s, brokerage statements, and other supporting documents.
1040Bench leaderboard
- 1. GPT-5.6 Sol: 68.6% · 1251/1824
- 2. Muse Spark 1.2: 63.0% · 1149/1824
- 3. Claude Fable 5: 59.0% · 1077/1824
- 4. Grok 4.6: 58.2% · 1061/1824
- 5. Gemini 3.7 Flash: 56.0% · 1021/1824
- 6. Claude Opus 5: 54.9% · 1002/1824
- 7. Kimi K3: 46.5% · 848/1824
- 8. Inkling: 25.1% · 458/1824
GPT-5.6 Sol[max]68.6%
Muse Spark 1.2[xhigh]63.0%
Claude Fable 5[max]59.0%
Grok 4.6[xhigh]58.2%
Gemini 3.7 Flash[high]56.0%
Claude Opus 5[max]54.9%
Kimi K3[max]46.5%
Inkling[max]25.1%
Overview
We built 1040Bench from 32 tax binders provided by a partner accounting firm. Each binder was anonymized and contained a real client's filed 1040 return from tax year 2025 and any supporting material the CPA used to prepare it.
Each binder was used to create one task in the benchmark. To complete a task, the model was asked to submit a completed Form 1040 for the client. It was given tools to search and inspect the client documents from the binder, consult a frozen Law Pack of official IRS materials, execute Python in a network-isolated sandbox, and maintain a persistent notepad. During the eval, the filed Form 1040 was withheld from the binder and used to create a golden dataset that the model’s submission was graded against.
We intentionally redacted information from binders to test whether models could not only calculate supported fields but also flag fields that lacked sufficient evidence.
Methodology
Agent environment
Every model received the same prompt and tools. The models were run with a standardized harness that allowed them to call tools iteratively and, when ready, submit their final answers in the required schema through submit_core57.
Prompt
You are preparing the 57 whole-dollar monetary entry cells on a
taxpayer's 2025 U.S. Individual Income Tax Return.
Your evidence environment is two read-only virtual file systems (VFS): a VFS
here is a paged document store you traverse with tools, not a mounted disk.
Each VFS holds complete documents split into ordered, immutable pages; every
page has machine-OCR text and an authoritative JPEG page image you can view.
The Binder VFS holds the client package - exactly two documents:
- PYR-S001, the taxpayer's complete prior-year (TY2024) Form 1040 return;
its page IDs are PYR-S001-P0001, PYR-S001-P0002, and so on; and
- CYS-S001, the complete current-year (TY2025) supporting-document packet;
its page IDs are CYS-S001-P0001, CYS-S001-P0002, and so on.
Page labels are neutral position markers ("Current-year supporting documents
page 12"), not content descriptions. Page text is machine OCR and can misread
digits, signs, and checkboxes; view the page image whenever visual detail
could change a conclusion.
The Law Pack VFS holds the pinned official IRS authorities as two sealed
annual releases, TY2025 and TY2024, selected by tax_year. Law Pack page IDs
have the exact form TY2025-S###-P#### or TY2024-S###-P#### (for example
TY2025-S003-P0041).
The client package is complete and self-contained: it consists exactly of
every CYS-S001 page and every PYR-S001 page. Do not posit an unprovided
document, transaction, account, payment, conversation, or exception merely to
manufacture uncertainty. Never use a prepared current-year return, filed
value, prior adjudication, benchmark answer, or anything outside these two
VFS namespaces.
Binder pages establish client facts. Law Pack pages establish legal context;
they never establish a client fact. Keep their references separate.
Model-visible tools:
- binder_list_documents, binder_document_overview,
binder_search_document_text, binder_read_document_text, and
binder_view_document_pages traverse only PYR-S001 and CYS-S001.
- law_pack_list_sources, law_pack_source_overview, law_pack_search_text,
law_pack_read_source_text, and law_pack_view_source_pages traverse only the
pinned TY2025/TY2024 Law Pack pair.
- execute_code runs Python in a persistent, network-disabled, secret-free
workspace. Neither VFS is mounted; pass only facts already retrieved.
- update_notepad maintains durable run-local working notes. It supports
replace_all, append, and apply_edits (ordered exact replacements), each
fenced by the notepad's current revision, so update incrementally rather
than rewriting. The complete notepad is injected on every turn as untrusted
working memory and is capped at 60,000 characters.
- submit_core57 is the terminal tool and must be called alone.
Record evidence as you work. submit_core57 requires, for every one of the 57
fields, the exact Binder page IDs supporting the decision where available,
plus any Law Pack page IDs actually relied on. Maintain the notepad's
"57-Field Decision Ledger" section as you resolve each field: record the
resolution and value together with those exact page IDs, copied from tool
results. Older tool results may later be compacted out of your context; the
notepad is re-injected every turn and is your durable record, so keep the
ledger current enough to submit from directly.
The package is the entire universe of client documents. Apply package closure
only after inventorying both documents and running targeted searches:
- Absence: when nothing anywhere in the package - no document, no
transaction, no organizer entry, no profile fact, no cross-source trigger -
indicates an ordinary document-driven category, that category is
inapplicable and its optional Form 1040 cell is a computed blank. A blank
organizer cell alone is neutral; it is not a "no" answer.
- Presence: once any visible transaction triggers a category, closure no
longer fills gaps. Do not infer or invent a missing basis, ownership,
qualified-use fact, eligibility fact, payment actuality, election, or other
outcome-changing treatment fact; if such a fact is genuinely missing and
different lawful values result, the field is insufficient_information.
From PYR-S001, carry forward only:
- stable profile facts that professional software ordinarily continues when
current-year evidence shows no change; and
- deterministic statutory carryforwards the prior return itself creates (for
example, a capital-loss carryover computed by the standard worksheet).
Never carry forward annual amounts, expenses, payments, qualified use,
transaction treatment, discretionary elections, or annual eligibility
conditions. Current-year evidence always controls.
For every field, submit exactly one decision:
- computed with a JavaScript-safe whole-dollar integer when the complete
package and applicable law determine a presented amount;
- computed with JSON null only when evidence and the presentation rule
establish a computed blank; or
- insufficient_information when a genuine missing client fact or unresolved
client-controlled treatment permits different lawful values for that field.
Integer zero, computed blank, and insufficient_information are distinct. Do
not use a tolerance. Different acceptable rounding methods may produce
different whole-dollar results, but they must use one identical fact-and-tax-
treatment ledger. Compute one conventionally valid result; never use
insufficient_information merely because rounding could change the answer.
Each field record must include Binder evidence page IDs where available, any
Law Pack page IDs actually relied on, and a concise reason only for
insufficient_information. Evidence references must resolve in the Binder VFS;
Law references must resolve in the Law Pack VFS.
List each page at most once per field.
The exact ordered field roster is:
line_1a, line_1b, line_1c, line_1d, line_1e, line_1f, line_1g, line_1h, line_1i, line_1z, line_2a, line_2b, line_3a, line_3b, line_4a, line_4b, line_5a, line_5b, line_6a, line_6b, line_7a, line_8, line_9, line_10, line_11a, line_11b, line_12e, line_13a, line_13b, line_14, line_15, line_16, line_17, line_18, line_19, line_20, line_21, line_22, line_23, line_24, line_25a, line_25b, line_25c, line_25d, line_26, line_27a, line_28, line_29, line_30, line_31, line_32, line_33, line_34, line_35a, line_36, line_37, line_38
Perform source review, legal retrieval, calculations, reconciliation, and
worksheet work with the tools. When every field is resolved, call
submit_core57 by itself with the complete ordered vector. If submit_core57 rejects
the submission, correct every returned validation diagnostic and call
submit_core57 again by itself. An accepted submission ends the task.Tools
| Tool | Description |
|---|---|
binder_list_documents | Lists the client documents available in the Binder. |
binder_document_overview | Shows the ordered pages and navigation labels for one Binder document. |
binder_search_document_text | Searches OCR text across client documents using exact, regex, or BM25 search. |
binder_read_document_text | Reads complete OCR text for selected Binder pages. |
binder_view_document_pages | Loads selected Binder page images into the model’s visual context. |
law_pack_list_sources | Lists the official IRS sources in the pinned 2025 or 2024 Law Pack. |
law_pack_source_overview | Shows the ordered pages and navigation labels for one Law Pack source. |
law_pack_search_text | Searches IRS source text using exact, regex, or BM25 search. |
law_pack_read_source_text | Reads complete OCR text for selected Law Pack pages. |
law_pack_view_source_pages | Loads selected IRS page images into the model’s visual context. |
execute_code | Runs Python in a persistent, network-isolated analysis sandbox. |
update_notepad | Maintains durable working notes across the execution. |
submit_core57 | Submits the model’s final decisions and evidence for all 57 fields. |
Submission schema
submit_core57 accepted one object containing one decision for each of the 57 core fields of Form 1040. An accepted call ended the task.
- resolution:
- "computed"
- value:
- integer
- resolution:
- "computed"
- value:
- null
- resolution:
- "insufficient_information"
- reason:
- string
{
"fields": [
{
"field_id": "line_1a",
"resolution": "computed",
"value": 1234,
"evidence": [{ "page_id": "CYS-S001-P0001" }],
"law_refs": [{ "page_id": "TY2025-S001-P0001" }]
},
{
"field_id": "line_1b",
"resolution": "insufficient_information",
"reason": "The client record does not establish the required fact.",
"evidence": [],
"law_refs": []
}
]
}Model configuration
We configured all eight models to use the highest reasoning setting available through their provider and gave each access to its full context window. Once a model reached 80% of its context window, older tool calls were automatically compacted.
| Model | Reasoning setting | Context window |
|---|---|---|
| GPT-5.6 Sol | max | 1,050,000 tokens |
| Grok 4.6 | xhigh | 500,000 tokens |
| Muse Spark 1.2 | xhigh | 1,048,576 tokens |
| Inkling | max | 1,040,000 tokens |
| Claude Opus 5 | max | 1,000,000 tokens |
| Claude Fable 5 | max | 1,000,000 tokens |
| Gemini 3.7 Flash | high | 1,048,576 tokens |
| Kimi K3 | max | 1,048,576 tokens |
Results
Models were far better at computing supported fields than identifying fields lacking necessary evidence.
Accuracy by expected resolution
GPT-5.6 Sol
Computable79.8%Insufficient information51.5%Grok 4.6
Computable86.5%Insufficient information15.0%Muse Spark 1.2
Computable87.8%Insufficient information25.1%Inkling
Computable34.5%Insufficient information10.8%Claude Opus 5
Computable86.4%Insufficient information6.9%Claude Fable 5
Computable82.9%Insufficient information22.6%Gemini 3.7 Flash
Computable88.2%Insufficient information6.8%Kimi K3
Computable69.0%Insufficient information12.2%
Accuracy vs. effort
Muse Spark 1.2 provided the best balance between cost and accuracy, but took significantly longer on each task than its peers.
Accuracy vs. output tokens
GPT-5.6 Sol62K68.6%
Grok 4.6134K58.2%
Muse Spark 1.2305K63.0%
Inkling42K25.1%
Claude Opus 580K54.9%
Claude Fable 589K59.0%
Gemini 3.7 Flash67K56.0%
Kimi K341K46.5%
Tokens per task
Muse Spark 1.220.0M
Gemini 3.7 Flash10.2M
GPT-5.6 Sol10.2M
Kimi K35.8M
Claude Opus 54.7M
Inkling4.4M
Grok 4.63.8M
Claude Fable 53.0M
Median execution time
Muse Spark 1.258.3 min
Grok 4.633.9 min
Claude Fable 521.0 min
Claude Opus 517.7 min
GPT-5.6 Sol16.3 min
Kimi K311.3 min
Gemini 3.7 Flash4.8 min
Inkling3.8 min
Qualitative Analysis
Below, we've spotlighted some interesting trajectories from the benchmark. Tool inputs and outputs have been redacted for data privacy. A full matrix of higher fidelity, sanitized trajectories is available upon request.
The benchmark’s best runMuse Spark 1.2 · case-031 · 51/57
The benchmark’s highest score came from a methodical run: repeated document and Law Pack reads, three Python calls, two notepad updates, and one valid submission.
- Wall time
- 71m 48s
- Tool calls
- 113
- Input tokens
- 27.4M
- Output tokens
- 392K
- Est. list price
- $15.9
binder_list_documents
- Requested
- Inventory the client evidence before choosing a retrieval path.
- Result
- Returned the two benchmark-visible sources: the prior-year Form 1040 and the current-year supporting-document bundle.
binder_document_overview
- Requested
- Map the structure and page order of the prior-year Form 1040 before opening specific evidence.
- Result
- Returned the page map for the prior-year Form 1040, enabling targeted reads without exposing document text here.
binder_document_overview
- Requested
- Map the structure and page order of the current-year supporting-document bundle before opening specific evidence.
- Result
- Returned the page map for the current-year supporting-document bundle, enabling targeted reads without exposing document text here.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
binder_read_document_text
- Requested
- Read pages 1–10 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 11–20 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 21–30 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 31–40 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 41–43 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 1–10 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 11–12 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_view_document_pages
- Requested
- Render pages 4–8 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
update_notepad
- Requested
- Replace the persistent working notes with the model's current conclusions about filing status, dependents, and wages.
- Result
- The working notes were saved for later turns; their client-specific contents are not published.
binder_view_document_pages
- Requested
- Render pages 9–12 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_source_overview
- Requested
- Map the structure of the 2025 Instructions for Forms 1040 and 1040-SR before opening a specific rule passage.
- Result
- Returned the source overview and page map for the 2025 Instructions for Forms 1040 and 1040-SR.
law_pack_source_overview
- Requested
- Map the structure of Revenue Procedure 2024-40 on initial 2025 inflation adjustments before opening a specific rule passage.
- Result
- Returned the source overview and page map for Revenue Procedure 2024-40 on initial 2025 inflation adjustments.
law_pack_source_overview
- Requested
- Map the structure of Revenue Procedure 2025-32 on 2025 modifications before opening a specific rule passage.
- Result
- Returned the source overview and page map for Revenue Procedure 2025-32 on 2025 modifications.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on filing status and the standard or itemized deduction.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on standard or itemized deduction.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on state and local taxes.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on filing status.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on other income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 6–7, 14–15, and 33–35 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on taxable income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on wages and federal income-tax withholding.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income and the standard or itemized deduction.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income and taxable income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on other income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 23–28, 30, and 33 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_read_source_text
- Requested
- Read pages 88–89, 94–95, 97–98, and 109–110 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on standard or itemized deduction.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on qualified business income deduction.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 5–8 and 12 of Revenue Procedure 2024-40 on initial 2025 inflation adjustments to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from Revenue Procedure 2024-40 on initial 2025 inflation adjustments for rule application.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to dependents.
- Result
- Completed the evidence search across the prior-year Form 1040 and the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to education expenses and credits.
- Result
- Completed the evidence search across the prior-year Form 1040 and the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on modified adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to retirement-plan limits.
- Result
- Completed the evidence search across the prior-year Form 1040 and the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_read_source_text
- Requested
- Read pages 30–32 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to mortgage-interest reporting and education expenses and credits.
- Result
- Completed the evidence search across the prior-year Form 1040 and the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on other income, total tax, and the earned income credit.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 101–105 and 109–110 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 30–36 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 33–39 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_view_source_pages
- Requested
- Render pages 33–36 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect tables or layout relevant to the Form 1040 fields under review.
- Result
- Returned the requested page images from the 2025 Instructions for Forms 1040 and 1040-SR.
law_pack_read_source_text
- Requested
- Read pages 17–21 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 32–33 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on total income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjustments to income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on total income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on total deductions.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on taxable income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on income-tax computation.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on refundable child and education credits.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on refundable child and education credits.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_view_source_pages
- Requested
- Render pages 1, 12, and 33 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect tables or layout relevant to the Form 1040 fields under review.
- Result
- Returned the requested page images from the 2025 Instructions for Forms 1040 and 1040-SR.
law_pack_view_source_pages
- Requested
- Render pages 30–34 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect tables or layout relevant to the Form 1040 fields under review.
- Result
- Returned the requested page images from the 2025 Instructions for Forms 1040 and 1040-SR.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on other income, the earned income credit, and refundable child and education credits.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on wages.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on total income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
binder_list_documents
- Requested
- Inventory the client evidence before choosing a retrieval path.
- Result
- Returned the two benchmark-visible sources: the prior-year Form 1040 and the current-year supporting-document bundle.
execute_code
- Requested
- Use the network-isolated Python sandbox to calculate or cross-check filing status, wages, and IRA distributions.
- Result
- The calculation completed and returned a numeric consistency check; code, inputs, and values remain redacted.
law_pack_view_source_pages
- Requested
- Render pages 101 and 109–110 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect tables or layout relevant to the Form 1040 fields under review.
- Result
- Returned the requested page images from the 2025 Instructions for Forms 1040 and 1040-SR.
law_pack_read_source_text
- Requested
- Read pages 110–112 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to adjusted gross income.
- Result
- Completed the evidence search across the prior-year Form 1040 and the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on total income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjustments to income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_read_document_text
- Requested
- Read pages 1–3 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
execute_code
- Requested
- Use the network-isolated Python sandbox to calculate or cross-check wages, tax-exempt interest, and interest income.
- Result
- The calculation completed and returned a numeric consistency check; code, inputs, and values remain redacted.
law_pack_read_source_text
- Requested
- Read pages 6, 14–15, 17, 23, 25–27, and 34 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_read_source_text
- Requested
- Read pages 106–110 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the earned income credit and refundable child and education credits.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on estimated-tax penalty.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_document_overview
- Requested
- Map the structure and page order of the prior-year Form 1040 before opening specific evidence.
- Result
- Returned the page map for the prior-year Form 1040, enabling targeted reads without exposing document text here.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 5–9 of Revenue Procedure 2025-32 on 2025 modifications to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from Revenue Procedure 2025-32 on 2025 modifications for rule application.
law_pack_read_source_text
- Requested
- Read pages 101–108 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_read_source_text
- Requested
- Read pages 111–115 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
execute_code
- Requested
- Use the network-isolated Python sandbox to calculate or cross-check filing status, wages, and IRA distributions.
- Result
- The calculation completed and returned a numeric consistency check; code, inputs, and values remain redacted.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on total earned income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and the current-year supporting-document bundle and returned a match set for follow-up inspection.
update_notepad
- Requested
- Replace the persistent working notes with the model's current conclusions about filing status, dependents, and wages.
- Result
- The working notes were saved for later turns; their client-specific contents are not published.
submit_core57
- Requested
- Submit all 57 field decisions: 40 computed and 17 marked insufficient information.
- Result
- The 57-field object passed schema validation and ended the task for deterministic scoring.
GPT knows when something is missingGPT-5.6 Sol · case-025 · 39/57
Seven models got none of the task’s 26 insufficient-information decisions right. GPT got 19 and won at 39/57, even though six peers computed more supported fields correctly.
- Wall time
- 20m 34s
- Tool calls
- 114
- Input tokens
- 11.7M
- Output tokens
- 76K
- Est. list price
- $23.8
binder_list_documents
- Requested
- Inventory the client evidence before choosing a retrieval path.
- Result
- Returned the two benchmark-visible sources: the prior-year Form 1040 and the current-year supporting-document bundle.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2024 Law Pack before researching rules.
- Result
- Returned 5 official IRS sources, including Form 1040 instructions and annual-limit guidance.
binder_document_overview
- Requested
- Map the structure and page order of the current-year supporting-document bundle before opening specific evidence.
- Result
- Returned the page map for the current-year supporting-document bundle, enabling targeted reads without exposing document text here.
binder_document_overview
- Requested
- Map the structure and page order of the prior-year Form 1040 before opening specific evidence.
- Result
- Returned the page map for the prior-year Form 1040, enabling targeted reads without exposing document text here.
binder_document_overview
- Requested
- Map the structure and page order of the prior-year Form 1040 before opening specific evidence.
- Result
- Returned the page map for the prior-year Form 1040, enabling targeted reads without exposing document text here.
binder_read_document_text
- Requested
- Read pages 1–10 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 11–20 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 21–22 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to capital gains and losses and prior-year carryovers.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to business income.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to business income and the qualified business income deduction.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to prior-year carryovers.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the standard or itemized deduction.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to dependents and child and dependent credits.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on wages.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on IRA distributions and pensions and annuities.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on other income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on filing status, qualified dividends, and capital gains and losses.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on capital gains and losses and prior-year carryovers.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on filing status.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income and modified adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on modified adjusted gross income and adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_source_overview
- Requested
- Map the structure of the 2025 Instructions for Forms 1040 and 1040-SR before opening a specific rule passage.
- Result
- Returned the source overview and page map for the 2025 Instructions for Forms 1040 and 1040-SR.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
binder_view_document_pages
- Requested
- Render pages 5–6 and 8–10 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 11–13 and 17–18 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 1 and 19–22 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_read_document_text
- Requested
- Read pages 5, 10–11, 16–19, and 21–23 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 24–25, 28–29, 32, 36, 44–45, and 54 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 83–85 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to rental and pass-through income and partnership and S-corporation reporting.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to dependents.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 5, 10, 16, 22, and 32 from the prior-year Form 1040 to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the prior-year Form 1040; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 23, 25, 28, 36, and 54 from the prior-year Form 1040 to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the prior-year Form 1040; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 49, 53, 83, and 95–96 from the prior-year Form 1040 to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the prior-year Form 1040; the images and client details are not published.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on wages.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on dividend income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on pensions and annuities.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on capital gains and losses and prior-year carryovers.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR and Revenue Procedure 2025-32 on 2025 modifications for official guidance on filing status and the standard or itemized deduction.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and Revenue Procedure 2025-32 on 2025 modifications and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on other income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on total tax and federal income-tax withholding.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on filing status and wages.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on filing status, wages, and business income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on wages, capital gains and losses, and federal income-tax withholding.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on filing status, dependents, and adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on dependents, child and dependent credits, and refundable child and education credits.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on reserved credit field.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on Social Security benefits, taxable income, and other nonrefundable credits.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on filing status, dependents, and child and dependent credits.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on rental and pass-through income, other income, and partnership and S-corporation reporting.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on rental and pass-through income, refundable child and education credits, and partnership and S-corporation reporting.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on business income, other income, and estimated-tax and extension payments.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the standard or itemized deduction and taxable income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on business income and additional taxes.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on refund or amount owed.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 23–31 and 33 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_read_source_text
- Requested
- Read pages 34–35, 38–40, 42, and 47–48 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_read_source_text
- Requested
- Read pages 61–65 and 80 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_read_source_text
- Requested
- Read pages 88–95 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_read_source_text
- Requested
- Read pages 101, 109–113, and 115–117 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_read_source_text
- Requested
- Read pages 6 and 9 of Revenue Procedure 2025-32 on 2025 modifications to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from Revenue Procedure 2025-32 on 2025 modifications for rule application.
binder_read_document_text
- Requested
- Read pages 1–4 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on other income and refundable child and education credits.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the earned income credit and refundable child and education credits.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the qualified business income deduction and refund or amount owed.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR and Revenue Procedure 2025-32 on 2025 modifications for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and Revenue Procedure 2025-32 on 2025 modifications and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR and Revenue Procedure 2025-32 on 2025 modifications for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and Revenue Procedure 2025-32 on 2025 modifications and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on business income, other income, and the earned income credit.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on other income and the earned income credit.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on modified adjusted gross income and adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on qualified business income deduction, additional deductions, and total deductions.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_source_overview
- Requested
- Map the structure of the 2025 Instructions for Forms 1040 and 1040-SR before opening a specific rule passage.
- Result
- Returned the source overview and page map for the 2025 Instructions for Forms 1040 and 1040-SR.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on modified adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 17–19 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_list_documents
- Requested
- Inventory the client evidence before choosing a retrieval path.
- Result
- Returned the two benchmark-visible sources: the prior-year Form 1040 and the current-year supporting-document bundle.
binder_read_document_text
- Requested
- Read pages 5–14 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 15–22 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
update_notepad
- Requested
- Replace the persistent working notes with the model's current conclusions about dependents, wages, and tax-exempt interest.
- Result
- The working notes were saved for later turns; their client-specific contents are not published.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the standard or itemized deduction.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the standard or itemized deduction.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
update_notepad
- Requested
- Update the persistent working notes with the model's current conclusions about the Form 1040 fields under review.
- Result
- The working notes were saved for later turns; their client-specific contents are not published.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_read_document_text
- Requested
- Read page 42 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
update_notepad
- Requested
- Update the persistent working notes with the model's current conclusions about the Form 1040 fields under review.
- Result
- The working notes were saved for later turns; their client-specific contents are not published.
execute_code
- Requested
- Use the network-isolated Python sandbox to calculate or cross-check wages, tax-exempt interest, and interest income.
- Result
- The calculation completed and returned a numeric consistency check; code, inputs, and values remain redacted.
update_notepad
- Requested
- Update the persistent working notes with the model's current conclusions about the Form 1040 fields under review.
- Result
- The working notes were saved for later turns; their client-specific contents are not published.
execute_code
- Requested
- Use the network-isolated Python sandbox to calculate or cross-check the Form 1040 fields under review.
- Result
- The calculation completed and returned a numeric consistency check; code, inputs, and values remain redacted.
update_notepad
- Requested
- Update the persistent working notes with the model's current conclusions about the Form 1040 fields under review.
- Result
- The working notes were saved for later turns; their client-specific contents are not published.
submit_core57
- Requested
- Submit all 57 field decisions: 28 computed and 29 marked insufficient information.
- Result
- The 57-field object passed schema validation and ended the task for deterministic scoring.
At its best, Opus is extremely efficientClaude Opus 5 · case-032 · 46/57
Opus reached 46/57 in just 31 tool calls, tying Gemini and Grok for second on the task, one field behind Muse and at least 19 fields ahead of every other model. It used 35% fewer calls than Gemini, 44% fewer than Grok, and 66% fewer than Muse.
- Wall time
- 14m 4s
- Tool calls
- 31
- Input tokens
- 2.6M
- Output tokens
- 65K
- Est. list price
- $14.9
binder_list_documents
- Requested
- Inventory the client evidence before choosing a retrieval path.
- Result
- Returned the two benchmark-visible sources: the prior-year Form 1040 and the current-year supporting-document bundle.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
binder_document_overview
- Requested
- Map the structure and page order of the current-year supporting-document bundle before opening specific evidence.
- Result
- Returned the page map for the current-year supporting-document bundle, enabling targeted reads without exposing document text here.
binder_document_overview
- Requested
- Map the structure and page order of the prior-year Form 1040 before opening specific evidence.
- Result
- Returned the page map for the prior-year Form 1040, enabling targeted reads without exposing document text here.
binder_read_document_text
- Requested
- Read pages 1–2 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 1–10 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 11–20 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 21–30 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 31–40 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 41–49 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on other income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on business income and the qualified business income deduction.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 33–35 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_source_overview
- Requested
- Map the structure of the 2025 Instructions for Forms 1040 and 1040-SR before opening a specific rule passage.
- Result
- Returned the source overview and page map for the 2025 Instructions for Forms 1040 and 1040-SR.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 3 and 6–7 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on modified adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 23–28 and 30–31 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_read_source_text
- Requested
- Read pages 88, 101, and 110 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_read_source_text
- Requested
- Read pages 39–45 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 121–126 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_read_source_text
- Requested
- Read pages 61–65 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_view_document_pages
- Requested
- Render pages 1–2 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_search_text
- Requested
- Search Revenue Procedure 2025-32 on 2025 modifications for official guidance on the standard or itemized deduction.
- Result
- Completed the rule search in Revenue Procedure 2025-32 on 2025 modifications and returned a match set for follow-up research.
update_notepad
- Requested
- Replace the persistent working notes with the model's current conclusions about filing status, dependents, and the digital-asset question.
- Result
- The working notes were saved for later turns; their client-specific contents are not published.
execute_code
- Requested
- Use the network-isolated Python sandbox to calculate or cross-check the Form 1040 fields under review.
- Result
- The calculation completed and returned a numeric consistency check; code, inputs, and values remain redacted.
update_notepad
- Requested
- Update the persistent working notes with the model's current conclusions about filing status, dependents, and adjusted gross income.
- Result
- The working notes were saved for later turns; their client-specific contents are not published.
submit_core57
- Requested
- Submit all 57 field decisions: 57 computed and 0 marked insufficient information.
- Result
- The 57-field object passed schema validation and ended the task for deterministic scoring.
Frontier-level accuracy at outlier speedGemini 3.7 Flash · case-032 · 46/57
Gemini tied Opus and Grok for second on the task at 46/57, one field behind Muse and at least 19 fields ahead of every other model. It finished in 3 minutes 31 seconds; across the full benchmark, it averaged 3.6× faster than Opus and 8.9× faster than Grok.
- Wall time
- 3m 31s
- Tool calls
- 48
- Input tokens
- 8.2M
- Output tokens
- 40K
- Est. list price
- $1.32
binder_list_documents
- Requested
- Inventory the client evidence before choosing a retrieval path.
- Result
- Returned the two benchmark-visible sources: the prior-year Form 1040 and the current-year supporting-document bundle.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
binder_read_document_text
- Requested
- Read pages 1–2 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_view_document_pages
- Requested
- Render pages 1–2 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_document_overview
- Requested
- Map the structure and page order of the prior-year Form 1040 before opening specific evidence.
- Result
- Returned the page map for the prior-year Form 1040, enabling targeted reads without exposing document text here.
binder_read_document_text
- Requested
- Read pages 1–10 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 11–20 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 21–30 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 31–40 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 41–49 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on interest income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on wages.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 33–35 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read page 110 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_read_source_text
- Requested
- Read page 111 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on other income, estimated-tax and extension payments, and other refundable credits.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on other income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on business income and other income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income and modified adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on total income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 31–32 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income and modified adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjustments to income and total income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjustments to income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 101–102 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
execute_code
- Requested
- Use the network-isolated Python sandbox to calculate or cross-check the Form 1040 fields under review.
- Result
- The calculation completed and returned a numeric consistency check; code, inputs, and values remain redacted.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on wages.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on other income and refund or amount owed.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on other income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read page 68 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on refund or amount owed.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 61–63 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search Revenue Procedure 2024-40 on initial 2025 inflation adjustments and Revenue Procedure 2025-32 on 2025 modifications for official guidance on filing status and the standard or itemized deduction.
- Result
- Completed the rule search in Revenue Procedure 2024-40 on initial 2025 inflation adjustments and Revenue Procedure 2025-32 on 2025 modifications and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search Revenue Procedure 2024-40 on initial 2025 inflation adjustments for official guidance on the standard or itemized deduction.
- Result
- Completed the rule search in Revenue Procedure 2024-40 on initial 2025 inflation adjustments and returned a match set for follow-up research.
update_notepad
- Requested
- Replace the persistent working notes with the model's current conclusions about filing status, dependents, and wages.
- Result
- The working notes were saved for later turns; their client-specific contents are not published.
execute_code
- Requested
- Use the network-isolated Python sandbox to calculate or cross-check wages, tax-exempt interest, and interest income.
- Result
- The calculation completed and returned a numeric consistency check; code, inputs, and values remain redacted.
submit_core57
- Requested
- Submit all 57 field decisions: 57 computed and 0 marked insufficient information.
- Result
- The 57-field object passed schema validation and ended the task for deterministic scoring.
Grok got lostGrok 4.6 · case-001 · 24/57
Grok made 386 successful tool calls, more than four times its next-longest trace. It spent 25 turns in a 51-call page inspection loop, yet scored 24/57 and placed sixth on the task.
- Wall time
- 173m 19s
- Tool calls
- 386
- Input tokens
- 16.1M
- Output tokens
- 483K
- Est. list price
- $25.5
update_notepad
- Requested
- Replace the persistent working notes with the model's current conclusions about the Form 1040 fields under review.
- Result
- The working notes were saved for later turns; their client-specific contents are not published.
binder_list_documents
- Requested
- Inventory the client evidence before choosing a retrieval path.
- Result
- Returned the two benchmark-visible sources: the prior-year Form 1040 and the current-year supporting-document bundle.
binder_document_overview
- Requested
- Map the structure and page order of the prior-year Form 1040 before opening specific evidence.
- Result
- Returned the page map for the prior-year Form 1040, enabling targeted reads without exposing document text here.
binder_document_overview
- Requested
- Map the structure and page order of the current-year supporting-document bundle before opening specific evidence.
- Result
- Returned the page map for the current-year supporting-document bundle, enabling targeted reads without exposing document text here.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
binder_document_overview
- Requested
- Map the structure and page order of the prior-year Form 1040 before opening specific evidence.
- Result
- Returned the page map for the prior-year Form 1040, enabling targeted reads without exposing document text here.
binder_document_overview
- Requested
- Map the structure and page order of the current-year supporting-document bundle before opening specific evidence.
- Result
- Returned the page map for the current-year supporting-document bundle, enabling targeted reads without exposing document text here.
binder_read_document_text
- Requested
- Read pages 1–10 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 11–20 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 21–30 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 31–40 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 41–50 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to IRA distributions.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to Social Security benefits.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to wages.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_read_document_text
- Requested
- Read pages 51–52 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 1–10 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on wages.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to dependents.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
law_pack_source_overview
- Requested
- Map the structure of the 2025 Instructions for Forms 1040 and 1040-SR before opening a specific rule passage.
- Result
- Returned the source overview and page map for the 2025 Instructions for Forms 1040 and 1040-SR.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to other income.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_read_document_text
- Requested
- Read pages 13–20 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the standard or itemized deduction.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on business income and the qualified business income deduction.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 6–7 and 23–30 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on state and local taxes.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle and the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 44–45 and 47–48 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to rental and pass-through income.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to capital gains and losses and prior-year carryovers.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
law_pack_read_source_text
- Requested
- Read pages 31–36 and 38–41 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on filing status and income-tax computation.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to unemployment compensation.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on income-tax computation.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on additional taxes.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjustments to income and total income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on modified adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 80, 88–90, and 110–115 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to business income and the qualified business income deduction.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to other income.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on total earned income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on total income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_read_document_text
- Requested
- Read pages 21–23 and 27–29 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to IRA distributions.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
law_pack_read_source_text
- Requested
- Read pages 99–108 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to other income.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_read_document_text
- Requested
- Read pages 45–50 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on estimated-tax and extension payments and other refundable credits.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on other income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read page 109 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to rental and pass-through income.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on additional taxes.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on additional taxes.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_source_overview
- Requested
- Map the structure of Revenue Procedure 2025-32 on 2025 modifications before opening a specific rule passage.
- Result
- Returned the source overview and page map for Revenue Procedure 2025-32 on 2025 modifications.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on qualified dividends, capital gains and losses, and additional taxes.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 10–11 of Revenue Procedure 2024-40 on initial 2025 inflation adjustments to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from Revenue Procedure 2024-40 on initial 2025 inflation adjustments for rule application.
binder_view_document_pages
- Requested
- Render pages 6–7, 19, 24, and 32 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_read_document_text
- Requested
- Read pages 24–26 and 30 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on reserved credit field.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on refund or amount owed.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on estimated-tax and extension payments.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_view_document_pages
- Requested
- Render pages 16, 18, 20–21, and 52 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_read_document_text
- Requested
- Read pages 41–43 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjustments to income and total income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
execute_code
- Requested
- Use the network-isolated Python sandbox to calculate or cross-check filing status, IRA distributions, and rental and pass-through income.
- Result
- The calculation completed and returned a numeric consistency check; code, inputs, and values remain redacted.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to wages.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_read_document_text
- Requested
- Read pages 1–5 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
law_pack_read_source_text
- Requested
- Read pages 1–7 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_view_document_pages
- Requested
- Render pages 8–10 and 14–15 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to interest income.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 28, 38–39, 46, and 51 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_read_document_text
- Requested
- Read pages 14–16, 19, and 80 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 23, 31–36, and 38–39 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_view_document_pages
- Requested
- Render pages 44–45 and 47–48 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to wages.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to unemployment compensation.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 6–7, 19, and 24 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_read_document_text
- Requested
- Read pages 11–13 and 17 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to wages.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_read_document_text
- Requested
- Read pages 49–50 and 52 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_view_document_pages
- Requested
- Render pages 16, 18, and 20–21 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 8–9, 14–15, and 32 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_read_document_text
- Requested
- Read pages 1–5 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_view_document_pages
- Requested
- Render pages 10, 28, 38–39, and 46 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle and the prior-year Form 1040 for evidence related to wages.
- Result
- Completed the evidence search across the current-year supporting-document bundle and the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle and the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 44–45, 47–48, and 51 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_document_overview
- Requested
- Map the structure and page order of the current-year supporting-document bundle before opening specific evidence.
- Result
- Returned the page map for the current-year supporting-document bundle, enabling targeted reads without exposing document text here.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
binder_read_document_text
- Requested
- Read pages 6–7, 17, 19, and 24 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_view_document_pages
- Requested
- Render pages 6–7, 19, and 24 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 16, 18, and 20–21 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_read_document_text
- Requested
- Read pages 49–50 and 52 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_document_overview
- Requested
- Map the structure and page order of the current-year supporting-document bundle before opening specific evidence.
- Result
- Returned the page map for the current-year supporting-document bundle, enabling targeted reads without exposing document text here.
binder_view_document_pages
- Requested
- Render pages 8–9, 14–15, and 32 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the qualified business income deduction and prior-year carryovers.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to total tax.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 10, 38–39, and 46 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_read_document_text
- Requested
- Read pages 1–5 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to wages.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 44–45, 47–48, and 51 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_read_document_text
- Requested
- Read pages 28 and 43 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to wages.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 6–7, 19, and 24 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to IRA distributions.
- Result
- Completed the evidence search across the prior-year Form 1040 and the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 16, 18, 20–21, and 52 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on wages.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_source_overview
- Requested
- Map the structure of the 2025 Instructions for Forms 1040 and 1040-SR before opening a specific rule passage.
- Result
- Returned the source overview and page map for the 2025 Instructions for Forms 1040 and 1040-SR.
binder_view_document_pages
- Requested
- Render pages 14–15 and 32 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to IRA distributions.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
law_pack_read_source_text
- Requested
- Read pages 6–7, 23–28, and 33–34 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to wages.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_read_source_text
- Requested
- Read pages 30–32, 35–36, and 38–41 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 1, 3, 8–9, and 46 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on income-tax computation.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 10, 44–45, 47, and 51 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle and the prior-year Form 1040 for evidence related to wages.
- Result
- Completed the evidence search across the current-year supporting-document bundle and the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 6–7, 19, 24, and 48 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to capital gains and losses and prior-year carryovers.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
binder_view_document_pages
- Requested
- Render pages 16, 18, 20–21, and 52 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 14–15 and 32 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the standard or itemized deduction.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on capital gains and losses.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to capital gains and losses.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_read_source_text
- Requested
- Read pages 23–26 and 32–36 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_view_document_pages
- Requested
- Render pages 1–5 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_view_document_pages
- Requested
- Render pages 44–47 and 51 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to adjusted gross income.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
binder_view_document_pages
- Requested
- Render pages 6–10 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on modified adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_view_document_pages
- Requested
- Render pages 16 and 18–21 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_view_document_pages
- Requested
- Render pages 14–15, 24, 32, and 48 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_read_source_text
- Requested
- Read pages 33–36 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on standard or itemized deduction.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_view_document_pages
- Requested
- Render pages 1–5 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on modified adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_view_document_pages
- Requested
- Render pages 44–47 and 51 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 49–50 and 52 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
binder_view_document_pages
- Requested
- Render pages 6–10 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 23–25 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle and the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and the prior-year Form 1040 and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_source_overview
- Requested
- Map the structure of the 2025 Instructions for Forms 1040 and 1040-SR before opening a specific rule passage.
- Result
- Returned the source overview and page map for the 2025 Instructions for Forms 1040 and 1040-SR.
binder_view_document_pages
- Requested
- Render pages 14–16 and 18–19 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to self-employment compensation.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_read_source_text
- Requested
- Read pages 33–36 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_view_document_pages
- Requested
- Render pages 20–21, 24, 32, and 48 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the qualified business income deduction.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on modified adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 6–7 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_view_document_pages
- Requested
- Render pages 44–47 and 51 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to prior-year carryovers.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 31–32 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_view_document_pages
- Requested
- Render pages 1–5 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
binder_view_document_pages
- Requested
- Render pages 6–10 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to charitable contributions.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_view_document_pages
- Requested
- Render pages 14–16 and 18–19 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render page 52 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 20–21, 24, 28, and 32 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 33–35 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_view_document_pages
- Requested
- Render pages 44–48 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to capital gains and losses.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on modified adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_view_document_pages
- Requested
- Render pages 1–5 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 6–10 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to interest income.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 14–16 and 18–19 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 20–21, 24, 28, and 32 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 49–52 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 21–25 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
binder_view_document_pages
- Requested
- Render pages 1–3 and 6–7 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 44–48 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_read_source_text
- Requested
- Read pages 33–36 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to interest income.
- Result
- Completed the evidence search across the prior-year Form 1040 and the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
binder_view_document_pages
- Requested
- Render pages 4–5 and 8–10 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 14–16 and 18–19 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_read_source_text
- Requested
- Read pages 23–27 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_view_document_pages
- Requested
- Render pages 20–21, 24, 28, and 32 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to charitable contributions.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on modified adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
binder_view_document_pages
- Requested
- Render pages 1–3 and 6–7 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
binder_view_document_pages
- Requested
- Render pages 44–48 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_read_source_text
- Requested
- Read pages 33–35 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_view_document_pages
- Requested
- Render pages 8–10 and 14–15 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_document_overview
- Requested
- Map the structure and page order of the current-year supporting-document bundle before opening specific evidence.
- Result
- Returned the page map for the current-year supporting-document bundle, enabling targeted reads without exposing document text here.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 16, 18–19, and 51–52 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_document_overview
- Requested
- Map the structure and page order of the current-year supporting-document bundle before opening specific evidence.
- Result
- Returned the page map for the current-year supporting-document bundle, enabling targeted reads without exposing document text here.
binder_document_overview
- Requested
- Map the structure and page order of the prior-year Form 1040 before opening specific evidence.
- Result
- Returned the page map for the prior-year Form 1040, enabling targeted reads without exposing document text here.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on total earned income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
binder_view_document_pages
- Requested
- Render pages 20–21, 24, and 32 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 4–5 and 11–13 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on total income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_view_document_pages
- Requested
- Render pages 1–3 and 6–7 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 44–48 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to prior-year carryovers.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 8–10 and 14–15 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 16, 18–19, and 51–52 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to IRA distributions.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 20–21, 24, and 27–28 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 32, 37, and 40 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 4–5 and 11–13 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 1–3 and 6–7 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 14–16 and 18–19 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 44–48 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 20–21, 24, and 27–28 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 32, 37, 40, and 51–52 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 8–12 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 1–5 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 6–7 and 13–15 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 16, 18–19, and 44–45 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 8–12 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 20–21 and 46–48 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 49–52 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 1–5 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 6–7 and 13–15 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
binder_view_document_pages
- Requested
- Render pages 8–12 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 16–20 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_document_overview
- Requested
- Map the structure and page order of the current-year supporting-document bundle before opening specific evidence.
- Result
- Returned the page map for the current-year supporting-document bundle, enabling targeted reads without exposing document text here.
binder_view_document_pages
- Requested
- Render pages 21–25 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 26–30 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_document_overview
- Requested
- Map the structure and page order of the current-year supporting-document bundle before opening specific evidence.
- Result
- Returned the page map for the current-year supporting-document bundle, enabling targeted reads without exposing document text here.
binder_document_overview
- Requested
- Map the structure and page order of the prior-year Form 1040 before opening specific evidence.
- Result
- Returned the page map for the prior-year Form 1040, enabling targeted reads without exposing document text here.
binder_view_document_pages
- Requested
- Render pages 31–35 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 36–40 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 41–45 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 46–50 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 51–52 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle and the prior-year Form 1040 for evidence related to IRA distributions.
- Result
- Completed the evidence search across the current-year supporting-document bundle and the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 1–5 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 6–7 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on wages.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to IRA distributions.
- Result
- Completed the evidence search across the prior-year Form 1040 and the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on additional taxes.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the standard or itemized deduction.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
binder_view_document_pages
- Requested
- Render pages 14–18 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 19–23 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_read_source_text
- Requested
- Read pages 23–32 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to wages.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 24–28 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_read_source_text
- Requested
- Read pages 33–40 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_view_document_pages
- Requested
- Render pages 29–33 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 1–5 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 6–10 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 34–38 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 11–15 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 39–43 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 44–48 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 49–52 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 1–5 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 6–10 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 11–15 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 16–20 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 21–25 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 26–30 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 31–35 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 36–40 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 41–45 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 46–50 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 51–52 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 6–7 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to refund or amount owed.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to IRA distributions.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to capital gains and losses and prior-year carryovers.
- Result
- Completed the evidence search across the prior-year Form 1040 and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on wages.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjusted gross income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on additional taxes.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_source_overview
- Requested
- Map the structure of the 2025 Instructions for Forms 1040 and 1040-SR before opening a specific rule passage.
- Result
- Returned the source overview and page map for the 2025 Instructions for Forms 1040 and 1040-SR.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income and modified adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on business income and the qualified business income deduction.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on capital gains and losses.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the earned income credit.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 6–7 and 23–25 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 33–36 and 38 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on modified adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on adjusted gross income.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 39–40, 61, and 80 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_read_source_text
- Requested
- Read pages 27–28 and 30–32 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_read_source_text
- Requested
- Read pages 110–113 and 115 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on additional taxes.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 10–11 of Revenue Procedure 2024-40 on initial 2025 inflation adjustments to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from Revenue Procedure 2024-40 on initial 2025 inflation adjustments for rule application.
law_pack_read_source_text
- Requested
- Read pages 88–92 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to unemployment compensation and refund or amount owed.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 1–5 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on refund or amount owed.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 62–65 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_read_source_text
- Requested
- Read pages 101–103 and 109–110 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to self-employment compensation.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_view_document_pages
- Requested
- Render pages 14–15 from the prior-year Form 1040 to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the prior-year Form 1040; the images and client details are not published.
binder_view_document_pages
- Requested
- Render pages 47–50 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on estimated-tax and extension payments and other refundable credits.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_read_document_text
- Requested
- Read pages 14–15, 21, 24, and 32 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_view_document_pages
- Requested
- Render pages 8–10 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
execute_code
- Requested
- Use the network-isolated Python sandbox to calculate or cross-check filing status, IRA distributions, and pensions and annuities.
- Result
- The calculation completed and returned a numeric consistency check; code, inputs, and values remain redacted.
binder_view_document_pages
- Requested
- Render pages 19–20 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
law_pack_search_text
- Requested
- Search the 2025 Instructions for Forms 1040 and 1040-SR for official guidance on the Form 1040 fields under review.
- Result
- Completed the rule search in the 2025 Instructions for Forms 1040 and 1040-SR and returned a match set for follow-up research.
submit_core57
- Requested
- Submit all 57 field decisions: 52 computed and 5 marked insufficient information.
- Result
- The 57-field object passed schema validation and ended the task for deterministic scoring.
Struggles with long-horizon tool callingInkling · case-018 · 0/57
Inkling completed 42 tool calls searching client documents and IRS guidance, running calculations in Python, and updating its notepad. It then spent its final 20 turns making 14 rejected submissions.
- Wall time
- 4m 55s
- Tool calls
- 61
- Input tokens
- 5.3M
- Output tokens
- 63K
- Est. list price
- $5.56
binder_list_documents
- Requested
- Inventory the client evidence before choosing a retrieval path.
- Result
- Returned the two benchmark-visible sources: the prior-year Form 1040 and the current-year supporting-document bundle.
binder_document_overview
- Requested
- Map the structure and page order of the prior-year Form 1040 before opening specific evidence.
- Result
- Returned the page map for the prior-year Form 1040, enabling targeted reads without exposing document text here.
binder_document_overview
- Requested
- Map the structure and page order of the current-year supporting-document bundle before opening specific evidence.
- Result
- Returned the page map for the current-year supporting-document bundle, enabling targeted reads without exposing document text here.
binder_read_document_text
- Requested
- Read pages 1–8 from the current-year supporting-document bundle to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the current-year supporting-document bundle; client-specific contents remain redacted.
binder_read_document_text
- Requested
- Read pages 1–4 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
law_pack_list_sources
- Requested
- Inventory the official IRS sources in the frozen 2025 Law Pack before researching rules.
- Result
- Returned 6 official IRS sources, including Form 1040 instructions and annual-limit guidance.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to filing status and dependents.
- Result
- The call failed, so it returned no usable client-evidence result.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to filing status.
- Result
- Completed the evidence search across the prior-year Form 1040 and the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_read_document_text
- Requested
- Read pages 5–24 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- The call failed, so it returned no usable client-evidence result.
binder_read_document_text
- Requested
- Read pages 5–10 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 for evidence related to dependents.
- Result
- The call failed, so it returned no usable client-evidence result.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to dependents.
- Result
- The call failed, so it returned no usable client-evidence result.
binder_search_document_text
- Requested
- Search the prior-year Form 1040 and the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- The call failed, so it returned no usable client-evidence result.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_read_document_text
- Requested
- Read pages 39–50 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- The call failed, so it returned no usable client-evidence result.
binder_read_document_text
- Requested
- Read pages 39–40 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on filing status.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_read_document_text
- Requested
- Read pages 1–5 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
law_pack_read_source_text
- Requested
- Read pages 1–5 of the 2025 Instructions for Forms 1040 and 1040-SR to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from the 2025 Instructions for Forms 1040 and 1040-SR for rule application.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on dependents and child and dependent credits.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
update_notepad
- Requested
- Update the persistent working notes with the model's current conclusions about the Form 1040 fields under review.
- Result
- The call failed, so it returned no usable working result.
update_notepad
- Requested
- Update the persistent working notes with the model's current conclusions about filing status, dependents, and wages.
- Result
- The call failed, so it returned no usable working result.
update_notepad
- Requested
- Replace the persistent working notes with the model's current conclusions about the Form 1040 fields under review.
- Result
- The call failed, so it returned no usable working result.
update_notepad
- Requested
- Update the persistent working notes with the model's current conclusions about the Form 1040 fields under review.
- Result
- The working notes were saved for later turns; their client-specific contents are not published.
update_notepad
- Requested
- Update the persistent working notes with the model's current conclusions about dependents, wages, and tax-exempt interest.
- Result
- The working notes were saved for later turns; their client-specific contents are not published.
law_pack_read_source_text
- Requested
- Read page 7 of Revenue Procedure 2024-40 on initial 2025 inflation adjustments to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from Revenue Procedure 2024-40 on initial 2025 inflation adjustments for rule application.
law_pack_read_source_text
- Requested
- Read pages 1–6 of Revenue Procedure 2025-32 on 2025 modifications to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from Revenue Procedure 2025-32 on 2025 modifications for rule application.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on additional taxes.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
law_pack_read_source_text
- Requested
- Read pages 5–8 of Revenue Procedure 2024-40 on initial 2025 inflation adjustments to inspect official guidance on the Form 1040 fields under review.
- Result
- Returned the requested IRS text from Revenue Procedure 2024-40 on initial 2025 inflation adjustments for rule application.
execute_code
- Requested
- Use the network-isolated Python sandbox to calculate or cross-check wages, adjusted gross income, and mortgage-interest reporting.
- Result
- The calculation completed and returned a numeric consistency check; code, inputs, and values remain redacted.
update_notepad
- Requested
- Update the persistent working notes with the model's current conclusions about wages, pensions and annuities, and adjustments to income.
- Result
- The working notes were saved for later turns; their client-specific contents are not published.
law_pack_search_text
- Requested
- Search the frozen 2025 IRS Law Pack for official guidance on adjustments to income.
- Result
- Completed the rule search in the frozen 2025 IRS Law Pack and returned a match set for follow-up research.
binder_view_document_pages
- Requested
- Render page 1 from the current-year supporting-document bundle to inspect layout or visual details that OCR may miss.
- Result
- Returned the requested page images from the current-year supporting-document bundle; the images and client details are not published.
binder_search_document_text
- Requested
- Search the current-year supporting-document bundle for evidence related to the Form 1040 fields under review.
- Result
- Completed the evidence search across the current-year supporting-document bundle and returned a match set for follow-up inspection.
binder_read_document_text
- Requested
- Read pages 9–13 from the prior-year Form 1040 to inspect evidence related to the Form 1040 fields under review.
- Result
- Returned the requested OCR text from the prior-year Form 1040; client-specific contents remain redacted.
update_notepad
- Requested
- Update the persistent working notes with the model's current conclusions about the Form 1040 fields under review.
- Result
- The call failed, so it returned no usable working result.
update_notepad
- Requested
- Update the persistent working notes with the model's current conclusions about the Form 1040 fields under review.
- Result
- The call failed, so it returned no usable working result.
update_notepad
- Requested
- Update the persistent working notes with the model's current conclusions about the Form 1040 fields under review.
- Result
- The working notes were saved for later turns; their client-specific contents are not published.
execute_code
- Requested
- Use the network-isolated Python sandbox to calculate or cross-check adjusted gross income, the standard or itemized deduction, and taxable income.
- Result
- The calculation completed and returned a numeric consistency check; code, inputs, and values remain redacted.
update_notepad
- Requested
- Update the persistent working notes with the model's current conclusions about the Form 1040 fields under review.
- Result
- The call failed, so it returned no usable working result.
update_notepad
- Requested
- Update the persistent working notes with the model's current conclusions about the Form 1040 fields under review.
- Result
- The call failed, so it returned no usable working result.
submit_core57
- Requested
- Attempt the required 57-field final submission, but without a complete parseable fields object.
- Result
- The submission failed schema validation and did not end the task; no field values are published.
submit_core57
- Requested
- Attempt a final submission containing 2 of the required 57 field decisions.
- Result
- The submission failed schema validation and did not end the task; no field values are published.
update_notepad
- Requested
- Update the persistent working notes with the model's current conclusions about the Form 1040 fields under review.
- Result
- The call failed, so it returned no usable working result.
update_notepad
- Requested
- Update the persistent working notes with the model's current conclusions about the Form 1040 fields under review.
- Result
- The working notes were saved for later turns; their client-specific contents are not published.
submit_core57
- Requested
- Attempt a final submission containing 49 of the required 57 field decisions.
- Result
- The submission failed schema validation and did not end the task; no field values are published.
submit_core57
- Requested
- Attempt a final submission containing 49 of the required 57 field decisions.
- Result
- The submission failed schema validation and did not end the task; no field values are published.
update_notepad
- Requested
- Update the persistent working notes with the model's current conclusions about the Form 1040 fields under review.
- Result
- The call failed, so it returned no usable working result.
update_notepad
- Requested
- Update the persistent working notes with the model's current conclusions about the Form 1040 fields under review.
- Result
- The working notes were saved for later turns; their client-specific contents are not published.
submit_core57
- Requested
- Attempt a final submission containing 50 of the required 57 field decisions.
- Result
- The submission failed schema validation and did not end the task; no field values are published.
submit_core57
- Requested
- Attempt a final submission containing 50 of the required 57 field decisions.
- Result
- The submission failed schema validation and did not end the task; no field values are published.
submit_core57
- Requested
- Attempt a final submission containing 50 of the required 57 field decisions.
- Result
- The submission failed schema validation and did not end the task; no field values are published.
execute_code
- Requested
- Use the network-isolated Python sandbox to calculate or cross-check wages, tax-exempt interest, and interest income.
- Result
- The calculation completed and returned a numeric consistency check; code, inputs, and values remain redacted.
submit_core57
- Requested
- Submit all 57 field decisions: 57 computed and 0 marked insufficient information.
- Result
- The submission failed schema validation and did not end the task; no field values are published.
execute_code
- Requested
- Use the network-isolated Python sandbox to calculate or cross-check wages, tax-exempt interest, and interest income.
- Result
- The calculation completed and returned a numeric consistency check; code, inputs, and values remain redacted.
submit_core57
- Requested
- Attempt a final submission containing 58 of the required 57 field decisions.
- Result
- The submission failed schema validation and did not end the task; no field values are published.
submit_core57
- Requested
- Submit all 57 field decisions: 57 computed and 0 marked insufficient information.
- Result
- The submission failed schema validation and did not end the task; no field values are published.
submit_core57
- Requested
- Submit all 57 field decisions: 57 computed and 0 marked insufficient information.
- Result
- The submission failed schema validation and did not end the task; no field values are published.
submit_core57
- Requested
- Submit all 57 field decisions: 57 computed and 0 marked insufficient information.
- Result
- The submission failed schema validation and did not end the task; no field values are published.
submit_core57
- Requested
- Submit all 57 field decisions: 57 computed and 0 marked insufficient information.
- Result
- The submission failed schema validation and did not end the task; no field values are published.
submit_core57
- Requested
- Submit all 57 field decisions: 57 computed and 0 marked insufficient information.
- Result
- The submission failed schema validation and did not end the task; no field values are published.
Limitations
The sample was limited to 32 binders. Future editions should repeat the benchmark on a larger set. Models were also run in a standardized harness rather than model-native environments such as Codex CLI, Claude Code, Gemini CLI, etc.
Acknowledgements
We thank the partner accounting firm that supplied real client documents and helped define and adjudicate the benchmark.
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