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task_111Manufacturing

16 verifiers · 15 core · 1 secondary · 16 LLM-graded

TaxonomyManufacturingBuyers and purchasing agents

All trialsGPT-5.6 SolcodexTrial 03

64%

Trial reward

GPT-5.6 SolFail

Trial 03 — 4th of 4 by reward score. This model averages 74.5% across 4 trials on this task.

  • 9/15Core verifiers passed
  • 10/16All verifiers passed
  • 6Core failed
  • 52Turns
  • 41Tool calls
  • $4.20Cost
  • 45.0mTime
  • 67kOutput tokens

Missed 6 of 15 core — requirement_coverage, traceability and residual_vs_moq and 3 more.

core (15)

  • usable_quantityLLMPass
    Why it matters

    Coverage must be assessed on usable yield-adjusted quantity net of allocations, and the original attempt's central risk is treating gross or physically-present pounds as usable.

    How to pass

    Checks that the analysis workbook reports usable on-hand quantity using the formula (On Hand - Allocated) x Yield Factor for inventory lots rather than gross on-hand pounds.

    Reads

  • country_of_originLLMPass
    Why it matters

    Country-of-origin restrictions are binding contractual constraints, and the cheapest/fastest options for several critical lines are non-qualifying-origin material that must not be selected.

    How to pass

    Checks that material melted in China or Russia is excluded for the DFARS programs (Raven, Sable) and the CUST-EU programs (Meridian, Tundra) regardless of price or certificate quality.

    Reads

  • cert_traceabilityLLMPass
    Why it matters

    EN 10204 3.1/3.2 certification and full traceability are minimum eligibility gates, and the original attempt risks accepting C-of-C or non-traceable material that is physically attractive.

    How to pass

    Checks that Certificate-of-Conformance-only lots/quotes and partial-traceability lots are excluded from certified-production coverage.

    Reads

  • source_hold_statusLLMPass
    Why it matters

    Approved-source status and hold status are hard eligibility gates, and otherwise-attractive USA-origin material from these sources must not be planned against requirements.

    How to pass

    Checks that sources in Suspended, Conditional, or Not Approved status, and material under an open quality/MRB or receiving-inspection hold, are excluded from new commitments.

    Reads

  • substitution_policyLLMPass
    Why it matters

    The substitution policy is exhaustive and prohibits interchange (e.g., T651 vs T7351, /11 vs /12, bar vs plate vs extrusion), so a model must not silently treat near-match material as covering a callout.

    How to pass

    Checks that no alloy, temper/condition, product-form, or specification sub-spec substitution is applied beyond same-spec oversize/remnant cutdown.

    Reads

  • allocation_priorityLLMPass
    Why it matters

    Program-priority allocation is an explicit contention rule, and getting it wrong misassigns scarce compliant stock between competing programs.

    How to pass

    Checks that contested inventory lots usable by more than one requirement are allocated to the higher-priority (lower rank number) program first, with lower-priority shortfalls flowing to new purchase.

    Reads

  • lead_time_feasibilityLLMPass
    Why it matters

    Lead-time feasibility is an explicit gate, and the original attempt risks counting a compliant quote that docks on or after need-by as resolving a requirement on schedule.

    How to pass

    Checks that a supplier quote is treated as feasible only when its quoted dock/receipt date precedes the requirement need-by date.

    Reads

  • requirement_coverageLLMFail
    Why it matters

    Requirement-level coverage classification is the core analytical output the task asks for and must be complete across all demand lines.

    How to pass

    Checks that the workbook classifies each of the 26 requirements into a coverage disposition (covered from compliant inventory, partial inventory plus buy, or full new purchase) at the requirement-ID level.

    Reads

    Failure mode Grader Context or Extraction Incomplete

    Why it failed

    The provided extract cuts off partway through Quote Feasibility, so several requirements' final coverage status is not visible to check.

    Justification

    The extract lists all 26 demand IDs in Demand Input and shows many requirement-level candidate rows, but it does not show a complete requirement-level coverage/disposition for all 26. The provided text cuts off in Quote Feasibility at REQ-Q8L5, and final coverage is missing or not evidenced for requirements such as REQ-Z4V2, REQ-S6P3, REQ-E9C1, REQ-U4B8, and REQ-H7D5. As a result, full requirement-level statuses and the complete counts of inventory-covered vs partial vs new-buy requirements are not fully derivable from the provided source.

  • traceabilityLLMFail
    Why it matters

    Requirement-level traceability is an explicit auditability obligation and is exactly where a weaker solution omits the why-rejected evidence chain.

    How to pass

    Checks that for each at-risk requirement the workbook records the selected inventory lot(s) with usable quantity, the rejected lots with reasons, the selected quote, the rejected quote alternatives with reasons, the residual after inventory, and the resulting purchase quantity and cost.

    Reads

    Failure mode Decision Audit Trail Fragmented or Incomplete

    Why it failed

    Selected lots, rejected alternatives, selected and rejected quotes, and purchase cost for an at-risk requirement each live on a different sheet instead of one joined view.

    Justification

    The extract shows selected/rejected inventory lots in 'Inventory Candidates' and selected/rejected quotes in 'Quote Feasibility' (e.g., REQ-H4A2), but not a single requirement-level view that ties those elements together for the at-risk lines. The provided text also does not explicitly show the residual remaining after inventory or the resulting per-requirement purchase quantity and cost; it shows quote-line quantities/costs (e.g., QTE-A3F91C 600 lb / $5640), not the final purchase result by requirement.

  • residual_vs_moqLLMFail
    Why it matters

    Conflating need with MOQ-inflated buy quantity was a defect in the earlier attempt and obscures both true demand and committed spend.

    How to pass

    Checks that requirement residual quantity is reported separately from the minimum-order-quantity-adjusted purchase quantity, with the excess identified.

    Reads

    Failure mode Required Evidence Fields or Rows Omitted

    Why it failed

    MOQ-driven buys show the residual need and the MOQ-adjusted order quantity across various sheets but never state the excess amount as its own value.

    Justification

    The provided extract does not explicitly show MOQ-driven purchases with all three required values: residual need, actual MOQ-adjusted order quantity, and excess. It shows only aggregate dashboard figures (3102.75 lb purchase coverage, 3630 lb recommended order quantity, 527.25 lb surplus) and requirement/quote coverage with MOQs in Quote Feasibility; the line-level Purchase Plan/order-vs-excess detail is not present in the visible output.

  • cost_reconciliationLLMPass
    Why it matters

    A reconciled, self-consistent committed total was an explicit fix from the earlier attempt, where the memo and PO tab disagreed on the headline figure and shared lines risked double-charging.

    How to pass

    Checks that the workbook presents a single authoritative total committed new-buy cost with no conflicting totals and a cost chain that reconciles, with shared quote lines not double-counted.

    Reads

  • escalation_languageLLMPass
    Why it matters

    Clarifying escalation language so that 'every requirement has a feasible path' is not conflated with quality holds awaiting action was an explicit obligation from the earlier revision.

    How to pass

    Checks that the memo states there is no hard sourcing dead-end while separately listing quality/MRB/process escalations.

    Reads

  • memo_recommendationLLMFail
    Why it matters

    The task's core decision principle is distinguishing usable material from merely cheap/fast/available material, and the memo is where that reasoning must be made legible to leadership.

    How to pass

    Checks that the memo recommends a sourcing/allocation plan that prioritizes compliance over lowest price or shortest lead time and explicitly identifies rejected cheaper/faster non-compliant options.

    Reads

    Failure mode Escalation or Tradeoff Communication Incomplete

    Why it failed

    The memo argues compliance over price or lead time but omits naming at least one of the three required attractive, cheaper, or faster non-compliant quotes along with the specific reason it was rejected.

    Justification

    The memo does recommend compliant sourcing and says compliance gates are authoritative over cost/lead time (e.g., 'Do not count apparent stock that fails a gate'), but it does not explicitly document all required attractive-but-rejected options. It does not name the specific lowest-price China-melt 7075-T7351 quote (~$6.85/lb), the lowest-price Russia-melt 15-5PH quote (~$8.10/lb), or the cheapest/fastest C-of-C-only 4340 bar quote (~$4.95/lb) with their unusability reasons; instead it only gives partial/generic references such as a 'Hangzhou' quote failing DFARS, a Russia-origin 15-5PH lot, and C-of-C-only records.

  • no_fabrication_side_effectsLLMFail
    Why it matters

    The task forbids inventing options beyond the source packet, and penalizing fabricated content or unrequested side-additions protects against hallucinated uplift that would look like a stronger answer.

    How to pass

    Checks that the deliverables do not introduce fabricated alloys, tempers, substitutions, approvals, waivers, expedite options, or other material not present in the source files, and do not add materially unsolicited deliverables.

    Reads

    Failure mode Grader Context or Extraction Incomplete

    Why it failed

    The judge's own extract omits the underlying sourcing packet or is truncated partway through the workbook, so it cannot verify fabrication even though nothing fabricated is visible in what was shown.

    Justification

    The visible sheets keep alloys/specs/tempers/origins/certs/yields tied to the packet and reject held, C of C, conditional/suspended/not approved, and China/Russia material where restricted; however, the provided extract is truncated mid-'Quote Feasibility' and omits later workbook content, so there is insufficient evidence to verify that the entire workbook contains no fabricated or unsupported recommendation-changing content.

  • residual_po_reconciliationLLMFail
    Why it matters

    The shared-PO double-counting failure mode (inflating the committed total by billing one quote line at each requirement's minimum) is exactly where the earlier attempt produced an unreconciled headline figure, and catching it is a fair, materially distinct core check.

    How to pass

    Checks that the sum of per-requirement residual purchase needs reconciles to the consolidated purchase-order quantities and committed cost, so shared quote lines are not double-counted across the requirements they serve.

    Reads

    Failure mode Quantity, Cost, Capacity, or Rate Calculation Wrong

    Why it failed

    A shared quote line is ordered or costed at a quantity that exceeds the combined residual need by more than the supplier minimum justifies.

    Justification

    The residuals themselves reconcile to purchase coverage, and some shared lines appear to be ordered once (e.g. QTE-3A9F18 covers 323.8+357=680.8 lb; QTE-2D7C64 covers 23.1+213=236.1 lb). But the shared 7075-T7351 line QTE-A3F91C serves REQ-H4A2 and REQ-B6N3 with residuals 325.4 and 268 lb (593.4 total), while the 3,630-lb / $32,364.25 roll-up is only consistent if that line is taken at the full 600 lb / $5,640 quote line. Because 593.4 lb is already above the 250-lb minimum, that overage is not minimum-order-justified, so the workbook does not fully satisfy the rubric.

secondary (1)

  • memo_consistencyLLMPass
    Why it matters

    If the memo asserts headline counts or program restriction classes, they must be accurate and self-consistent; this guards against a confidently-stated but wrong summary rather than mandating an unprompted structure.

    How to pass

    Checks that any coverage counts or per-program restriction classes the memo chooses to state are internally consistent and correct, without forcing the memo to include specific counts.

    Reads

2 deliverables · what this trial produced

material_sourcing_analysis_workbook.xlsx109 KB

Read Me22 rows

Material Sourcing Analysis Workbook
Certified door and hinge mechanism assemblies — 2026 Q3 build wave
CONTROL BASIS
Assessment basis date46193
This workbook is a packet-based sourcing decision model. A lot or quote is counted only when alloy/specification, condition, form, 3.1/3.2 certification, full traceability, hold status, source approval, origin rule, quantity, and schedule all pass. It does not grant a deviation, clear a hold, cure a certificate, extend a quote, or create supplier capacity. Quotes must be revalidated if used after their stated expiry.
Workbook navigation
DashboardLeadership summary, program coverage, spend, and risk.
Req CoverageRequirement-level inventory, purchase, shortage, action, and risk.
Allocation PlanSelected lot-to-requirement usable-pound allocations and raw-equivalent checks.
Lot AssessmentEvery on-hand lot, yield-adjusted availability, compliance gates, and disposition.
Inventory CandidatesEvery exact-callout lot/requirement candidate, including rejected physical stock.
Quote FeasibilityEvery exact-callout quote/requirement candidate and each compliance/schedule gate.
Purchase PlanSelected quote lines, order quantities, cost, surplus, expiry, and release class.
AlternativesCommercially attractive or physically available alternatives considered and rejected/retained.
EscalationsRequired PMO, Quality/MRB, Supplier Quality, and Procurement actions.
Input sheetsControlled packet facts copied from the source files with source references.
Color legend
Source / decision hardcode
Formula / cross-sheet link
Attention / decision input
Compliance or coverage failure

User prompt → 52 turns · 41 tool calls → final responsecodex

  1. 1systemskills instructions · Skills A skill is a set of instructions provided through a SKILL.md source. Below is the list of s…

    skills instructions

    Skills

    A skill is a set of instructions provided through a SKILL.md source. Below is the list of skills that can be used. Each entry includes a name, description, and source locator. file locators are on the host filesystem, executor package locators are owned by their execution environment, orchestrator package locators are opaque package identifiers, and custom resource locators use their provider's access mechanism.

    Available skills

    • imagegen: Generate or edit raster images when the task benefits from AI-created bitmap visuals such as photos, illustrations, textures, sprites, mockups, or transparent-background cutouts. Use when Codex should create a brand-new image, transform an existing image, or derive visual variants from references, and the output should be a bitmap asset rather than repo-native code or vector. Do not use when the task is better handled by editing existing SVG/vector/code-native assets, extending an established icon or logo system, or building the visual directly in HTML/CSS/canvas. (file: /tmp/codex-home/skills/.system/imagegen/SKILL.md)
    • openai-docs: Use for Codex models/pricing, scheduled tasks, skills, settings, setup, troubleshooting, customization, automations, and self-knowledge—including 'you,' 'your,' 'this app,' or 'this coding agent' when they refer to Codex—and for OpenAI APIs/products and ChatGPT Work. Also use for model choice/migration, prompting, SDKs, Responses, Realtime, agents, evals, and Chat/Work/Codex comparisons. Do not use for generic app/software tasks that merely mention Codex. (file: /tmp/codex-home/skills/.system/openai-docs/SKILL.md)
    • plugin-creator: Create and scaffold plugin directories for Codex with a required .codex-plugin/plugin.json, optional plugin folders/files, valid manifest defaults, and personal-marketplace entries by default. Use when Codex needs to create a new personal plugin, add optional plugin structure, generate or update marketplace entries for plugi

    … 3,403 more characters in the raw trajectory.

  2. 2systemYou are /root, the primary agent in a team of agents collaborating to fulfill the user's goals. At the start of your tur…

    You are /root, the primary agent in a team of agents collaborating to fulfill the user's goals.

    At the start of your turn, you are the active agent.
    You can spawn sub-agents to handle subtasks, and those sub-agents can spawn their own sub-agents.
    All agents in the team, including the agents that you can assign tasks to, are equally intelligent and capable, and have access to the same set of tools.

    You can use spawn_agent to create a new agent, followup_task to give an existing agent a new task and trigger a turn, and send_message to pass a message to a running agent without triggering a turn.
    Child agents can also spawn their own sub-agents.
    You can decide how much context you want to propagate to your sub-agents with the fork_turns parameter.

    You will receive messages in the analysis channel in the form:

    Message Type: MESSAGE | FINAL_ANSWER
Task name: <recipient>
Sender: <author>
Payload:
<payload text>

    They may be addressed as to=/root

    Note that collaboration tools cannot be called from inside functions.exec. Call spawn_agent, send_message, followup_task, wait_agent, interrupt_agent, and list_agents only as direct tool calls using the recipient shown in their tool definitions, such as to=functions.collaboration.spawn_agent, since they are intentionally absent from the functions.exec tools.* namespace. Available tools in functions.exec are explicitly described with a tools namespace in the developer message.

    All agents share the same directory. In detail:

    • All agents have access to the same container and filesystem as you.
    • All agents use the same current working directory.
    • As a result, edits made by one agent are immediately visible to all other agents.

    When calling wait_agent, prefer longer waits (minutes) to avoid busy polling.

    There are 4 available concurrency slots, meaning that up to 4 agents can be active at once, including you.

    Full-history forks (fork_turns omitted or "all") inherit the parent mod

    … 264 more characters in the raw trajectory.

  3. 3systemmulti agent mode · Any earlier instruction enabling proactive multi-agent delegation no longer applies. Do not spawn sub…

    multi agent mode

    Any earlier instruction enabling proactive multi-agent delegation no longer applies. Do not spawn sub-agents unless the user or applicable AGENTS.md/skill instructions explicitly ask for sub-agents, delegation, or parallel agent work.

  4. 4userenvironment context · /workspace bash 2026-08-20 Etc/UTC /workspace

    environment context

    cwd
    /workspace
    shell
    bash
    current date
    2026-08-20
    timezone
    Etc/UTC
    root
    /workspace
  5. 5userYou are supporting a material sourcing review for an aerospace components manufacturer that builds certified door and hi…

    You are supporting a material sourcing review for an aerospace components manufacturer that builds certified door and hinge mechanism assemblies. Upcoming production lots require aluminum and steel raw materials, including plate, bar, extrusion, and machined-stock inputs. Several material requirements are at risk because available inventory, supplier quotes, lead times, certification status, source approvals, allocations, yield loss, and program priorities do not all align. Production and sourcing leadership need a sourcing plan that identifies which material lots can be used, which supplier quotes should be acted on, which requirements remain at risk, and which program commitments should be prioritized. The objective is not simply to buy the cheapest or fastest available material; the recommendation must distinguish physically available material from material that is actually usable for certified aerospace production. Using the attached material sourcing packet, determine the recommended sourcing and allocation plan for the current review cycle. Identify which aluminum and steel requirements can be covered from compliant on-hand inventory, which require new purchases, which supplier quotes are feasible, and which shortages or compliance issues require escalation. Evaluate the tradeoffs among material specification, temper or condition, product form, mill certification, traceability, approved-source status, country-of-origin or customer restrictions, available quantity after allocation, usable yield, lead time, cost, and program delivery impact. Work only from the attached materials: the material demand forecast, inventory lot and certification snapshot, approved material source list, supplier quote and lead-time matrix, engineering material substitution policy, and program priority / build schedule. Do not invent alternate alloys, tempers, substitutions, engineering approvals, customer waivers, supplier capacity, expedite options, certification corrections, yield a

    … 1,544 more characters in the raw trajectory.

  6. 6I’m using the xlsx and docx skills because the requested deliverables are an auditable sourcing workbook and a formatted…

    I’m using the xlsx and docx skills because the requested deliverables are an auditable sourcing workbook and a formatted leadership memo. I’ll first inventory the packet and extract its governing constraints, then build the requirement-by-requirement recommendation and validate both files.

  7. 7exec1

    Tool execution only — no assistant text

    execconst p = await tools.update_plan({plan:[ {step:"Read the spreadsheet and Word-document skill instructions",status:"in_progress"}, {step:"Inventory and extract the attached sourcing packet",status:"pending"}, {step:"Analyze compliant coverage, quotes, allocations, risks, and tradeoffs",status:"pending"}, {step:"Build and validate the analysis workbook",status:"pending"}, {step:"Build and validate the recommendation memo",status:"pending"} ]}); text(p);

    Arguments

    const p = await tools.update_plan({plan:[
  {step:"Read the spreadsheet and Word-document skill instructions",status:"in_progress"},
  {step:"Inventory and extract the attached sourcing packet",status:"pending"},
  {step:"Analyze compliant coverage, quotes, allocations, risks, and tradeoffs",status:"pending"},
  {step:"Build and validate the analysis workbook",status:"pending"},
  {step:"Build and validate the recommendation memo",status:"pending"}
]});
text(p);

    Output

    Script completed
Wall time 0.0 seconds
Output:

{}
  8. 8Shell1

    Tool execution only — no assistant text

    Shellvia exec21k chars

    Arguments

    const results = await Promise.all([
  tools.exec_command({cmd:"sed -n '1,260p' /root/.agents/skills/xlsx/SKILL.md","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":20000}),
  tools.exec_command({cmd:"sed -n '1,300p' /root/.agents/skills/docx/SKILL.md","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":20000})
]);
for (const r of results) text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:

---
name: xlsx
description: "Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path — even casually (like \"the xlsx in my downloads\") — and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python

    … 19,916 more characters of output in the raw trajectory.

  9. 9Shell1

    Tool execution only — no assistant text

    Shellvia exec12k chars

    Arguments

    const results = await Promise.all([
  tools.exec_command({cmd:"wc -l /root/.agents/skills/xlsx/SKILL.md && sed -n '261,620p' /root/.agents/skills/xlsx/SKILL.md","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":30000}),
  tools.exec_command({cmd:"wc -l /root/.agents/skills/docx/SKILL.md && sed -n '301,760p' /root/.agents/skills/docx/SKILL.md","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":30000})
]);
for (const r of results) text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:

291 /root/.agents/skills/xlsx/SKILL.md
  }
}
```

## Best Practices

### Library Selection
- **pandas**: Best for data analysis, bulk operations, and simple data export
- **openpyxl**: Best for complex formatting, formulas, and Excel-specific features

### Working with openpyxl
- Cell indices are 1-based (row=1, column=1 refers to cell A1)
- Use `data_only=True` to read calculated values: `load_workbook('file.xlsx', data_only=True)`
- **Warning**: If opened with `data_only=True` and saved, formulas are replaced with values and permanently lost
- For large files: Use `read_only=True` for reading or `write_only=True` for writing
- Formulas are preserved but not evaluated - use scripts/recalc.py to update values

### Working with pandas
- Specify data types to avoid inference issues: `pd.read_excel('file.xlsx', dtype={'id': str})`
- For large files, re

    … 10,984 more characters of output in the raw trajectory.

  10. 10Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"rg --files -g '!output/**' | sort","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":20000});
text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:

data/approved_material_source_list.xlsx
data/engineering_material_substitution_policy.pdf
data/inventory_lot_cert_snapshot.xlsx
data/material_demand_forecast.xlsx
data/program_priority_build_schedule.docx
data/supplier_quote_leadtime_matrix.xlsx
  11. 11The packet includes one PDF policy, so I’m also applying the pdf skill to extract its exact substitution rules; that pol…

    The packet includes one PDF policy, so I’m also applying the pdf skill to extract its exact substitution rules; that policy will control any apparent material alternatives in the inventory and quote files.

  12. 12Shell1

    Tool execution only — no assistant text

    Shellvia exec9k chars

    Arguments

    const r = await tools.exec_command({cmd:"sed -n '1,360p' /root/.agents/skills/pdf/SKILL.md && wc -l /root/.agents/skills/pdf/SKILL.md","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":30000});
text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:

---
name: pdf
description: Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating new PDFs, filling PDF forms, encrypting/decrypting PDFs, extracting images, and OCR on scanned PDFs to make them searchable. If the user mentions a .pdf file or asks to produce one, use this skill.
license: Proprietary. LICENSE.txt has complete terms
---

# PDF Processing Guide

## Overview

This guide covers essential PDF processing operations using Python libraries and command-line tools. For advanced features, JavaScript libraries, and detailed examples, see REFERENCE.md. If you need to fill out a PDF form, read FORMS.md and follow its instructions.

## Quick Start

```python
from pypdf im

    … 7,528 more characters of output in the raw trajectory.

  13. 13Shell1

    Tool execution only — no assistant text

    Shellvia exec31k chars

    Arguments

    const results = await Promise.all([
  tools.exec_command({
    cmd:"python - <<'PY'\nfrom openpyxl import load_workbook\nfrom pathlib import Path\nfor path in sorted(Path('data').glob('*.xlsx')):\n    print(f'\\n===== {path.name} =====')\n    wb = load_workbook(path, data_only=False, read_only=True)\n    for ws in wb.worksheets:\n        print(f'--- SHEET: {ws.title} ({ws.max_row} rows x {ws.max_column} cols) ---')\n        for row in ws.iter_rows():\n            vals = [c.value for c in row]\n            if any(v is not None for v in vals):\n                while val

    … 654 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.8 seconds
Output:


===== approved_material_source_list.xlsx =====
--- SHEET: Source List (13 rows x 9 cols) ---
Source ID | Source Name | Source Type | Approved Spec Families | Melt Country | Origin Qualifying Status | Approval Status | Approval Expiry | Note
SRC-9F2A41 | Cascade Rolled Products LLC | Mill | AMS-QQ-A-250, AMS-QQ-A-200, AMS 4117 | USA | Qualifying (USA) | Approved | 2027-03-31 | Aluminum plate/extrusion/bar
SRC-3B7C19 | Ardenne Steelworks SA | Mill | AMS 5862, AMS 5659, AMS 5604 | France | Qualifying (non-US) | Approved | 2026-12-31 | PH stainless; qualifying country (FR)
SRC-D14E8B | Tri-State Metals Distribution | Distributor | AMS-QQ-A-250, AMS-QQ-A-200, AMS 6415, AMS 6359 | USA | Qualifying (USA) | Approved | 2027-06-30 | Distributor; passes mill certs
SRC-7A6D52 | Hangzhou Precision Alloys Co | Mill | AMS-QQ-A-250, AMS 5659 | China | Non-qualifying | Approved

    … 30,371 more characters of output in the raw trajectory.

  14. 14The engineering policy is explicit: no cross-form or cross-spec assumptions, 3.1/3.2 test reports and full heat traceabi…

    The engineering policy is explicit: no cross-form or cross-spec assumptions, 3.1/3.2 test reports and full heat traceability are mandatory, open holds and non-approved/conditional/suspended sources are ineligible, and schedule feasibility requires dock before need-by. I’m now mapping those gates to each program’s contractual origin rule and build priority.

  15. 15Shell1

    Tool execution only — no assistant text

    Shellvia exec4k chars

    Arguments

    const r = await tools.exec_command({
  cmd:"python - <<'PY'\nfrom docx import Document\nfrom docx.table import Table\nfrom docx.text.paragraph import Paragraph\nfrom docx.document import Document as DocType\nfrom docx.oxml.table import CT_Tbl\nfrom docx.oxml.text.paragraph import CT_P\n\ndef blocks(parent):\n    root = parent.element.body if isinstance(parent, DocType) else parent._tc\n    for child in root.iterchildren():\n        if isinstance(child, CT_P): yield Paragraph(child, parent)\n        elif isinstance(child, CT_Tbl): yield Table(child, parent)\n\ndoc = Do

    … 794 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.3 seconds
Output:

CORE   Un-named
P: Program Priority & Build Schedule
P: 2026 Q3 Door/Hinge Mechanism Build Wave — Production Control Release PC-2026-0618
P: Issued by: Production Control & Program Management Office (PMO).  Distribution: Sourcing, Materials Planning, Quality, MRB.  Status as of 2026-06-19.
P: 1. Purpose
P: This release fixes program priority ranking and committed build dates for the current review cycle. Where multiple programs compete for the same eligible material, allocation shall favor the higher-priority program (lower priority rank number). Contractual country-of-origin and specialty-metals restrictions stated in Section 3 are flowed from the customer contracts and are binding on sourcing decisions; they are not discretionary and may not be relaxed for cost or schedule convenience.
P: 2. Program Priority Ranking and Build Commitments
TABLE 7x6
Program ID

    … 3,263 more characters of output in the raw trajectory.

  16. 16Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"python - <<'PY'\nitems=[('A3F',600,9.4),('D9F',359,5.35),('8B3',176,14.2),('3A9',681,11.75),('1A6',155,5.75),('2D7',237,7.6),('2F8',198,9.85),('9E4',250,8.7),('C1E',250,8.9),('7E2',157,11.1),('6D1',287,6.9),('9A2',389,5.45)]\nt=0\nfor q,qty,p in items:\n    c=qty*p;t+=c;print(q,qty,c)\nprint('TOTAL',t, 'QTY', sum(x[1] for x in items))\nPY","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":10000});
text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:

A3F 600 5640.0
D9F 359 1920.6499999999999
8B3 176 2499.2
3A9 681 8001.75
1A6 155 891.25
2D7 237 1801.1999999999998
2F8 198 1950.3
9E4 250 2175.0
C1E 250 2225.0
7E2 157 1742.7
6D1 287 1980.3000000000002
9A2 389 2120.05
TOTAL 32947.4 QTY 3739
  17. 17Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"python - <<'PY'\nvals=[516.6,416,199,45,394,106.2,233,4.8,512,726,333,323.9,147,412,174.5,388.85,66.15,269.25,284,5,301]\nprint(len(vals),sum(vals))\n# total demand\nreq=[842,615,176,394,430,268,233,287,512,347,198,412,159,455,284,357,213,726,389,301,244,333,271,162,205,147]\nprint(sum(req),sum(req)-sum(vals))\nPY","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":10000});
text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:

21 5857.25
8960 3102.75
  18. 18Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"python - <<'PY'\nres=[325.4,268,160,176,323.8,357,154.2,23.1,213,198,69.5,1.75,157,287,389]\nprint(sum(res))\nitems=[('A3F',600,9.4),('D9F',250,5.35),('8B3',176,14.2),('3A9',681,11.75),('1A6',155,5.75),('2D7',237,7.6),('2F8',198,9.85),('9E4',250,8.7),('C1E',250,8.9),('7E2',157,11.1),('6D1',287,6.9),('9A2',389,5.45)]\nprint(sum(q for _,q,_ in items),sum(q*p for _,q,p in items))\nprint('surplus',sum(q for _,q,_ in items)-sum(res))\nPY","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":10000});
text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:

3102.75
3630 32364.25
surplus 527.25
  19. 19Shell1

    Tool execution only — no assistant text

    Shellvia exec9k chars

    Arguments

    const results = await Promise.all([
  tools.exec_command({cmd:"rg --files /root/.agents/skills/xlsx | sort","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":10000}),
  tools.exec_command({cmd:"rg --files /root/.agents/skills/docx | sort","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":10000})
]);
for (const r of results) text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:

/root/.agents/skills/xlsx/LICENSE.txt
/root/.agents/skills/xlsx/SKILL.md
/root/.agents/skills/xlsx/scripts/office/helpers/__init__.py
/root/.agents/skills/xlsx/scripts/office/helpers/merge_runs.py
/root/.agents/skills/xlsx/scripts/office/helpers/simplify_redlines.py
/root/.agents/skills/xlsx/scripts/office/pack.py
/root/.agents/skills/xlsx/scripts/office/schemas/ISO-IEC29500-4_2016/dml-chart.xsd
/root/.agents/skills/xlsx/scripts/office/schemas/ISO-IEC29500-4_2016/dml-chartDrawing.xsd
/root/.agents/skills/xlsx/scripts/office/schemas/ISO-IEC29500-4_2016/dml-diagram.xsd
/root/.agents/skills/xlsx/scripts/office/schemas/ISO-IEC29500-4_2016/dml-lockedCanvas.xsd
/root/.agents/skills/xlsx/scripts/office/schemas/ISO-IEC29500-4_2016/dml-main.xsd
/root/.agents/skills/xlsx/scripts/office/schemas/ISO-IEC29500-4_2016/dml-picture.xsd
/root/.agents/skills/xlsx/scripts/offi

    … 8,212 more characters of output in the raw trajectory.

  20. 20Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const results = await Promise.all([
  tools.exec_command({cmd:"node -e \"console.log(require.resolve('docx'))\"","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":10000}),
  tools.exec_command({cmd:"python - <<'PY'\nimport openpyxl, pandas, docx\nprint('openpyxl', openpyxl.__version__)\nPY","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":10000})
]);
for (const r of results) text(r.output);

    Output

    Script completed
Wall time 1.6 seconds
Output:

node:internal/modules/cjs/loader:1433
  throw err;
  ^

Error: Cannot find module 'docx'
Require stack:
- /workspace/[eval]
    at Function._resolveFilename (node:internal/modules/cjs/loader:1430:15)
    at Function.resolve (node:internal/modules/helpers:157:19)
    at [eval]:1:21
    at runScriptInThisContext (node:internal/vm:209:10)
    at node:internal/process/execution:446:12
    at [eval]-wrapper:6:24
    at runScriptInContext (node:internal/process/execution:444:60)
    at evalFunction (node:internal/process/execution:279:30)
    at evalTypeScript (node:internal/process/execution:291:3)
    at node:internal/main/eval_string:74:3 {
  code: 'MODULE_NOT_FOUND',
  requireStack: [ '/workspace/[eval]' ]
}

Node.js v22.23.2

openpyxl 3.1.5
  21. 21The allocation model is converging: compliant inventory can supply 5,857.25 usable lb of the 8,960 lb forecast; the rema…

    The allocation model is converging: compliant inventory can supply 5,857.25 usable lb of the 8,960 lb forecast; the remaining 3,102.75 lb requires selected quote coverage. The main unresolved leadership item is Sable’s 4340 plate line—its only compliant quote docks just two days before need-by—while several large on-hand lots remain unusable because of origin, holds, C-of-C-only certification, traceability, or source status.

  22. 22Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"npm install -g docx","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":20000});
text(r.output);
if (r.session_id) text(`SESSION_ID=${r.session_id}`);

    Output

    Script completed
Wall time 2.1 seconds
Output:


added 22 packages in 2s

1 package is looking for funding
  run `npm fund` for details
  23. 23Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"mkdir -p output","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":10000});
text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:
  24. 24exec1

    Tool execution only — no assistant text

    execconst patch = "*** Begin Patch\n*** Add File: build_material_sourcing_workbook.py\n+from collections import defaultdict\n+from datetime import datetime\n+from pathlib import Path\n+\n+from openpyxl import Workbook, load_workbook\n+from openpyxl.chart import BarChart, Reference\n+from openpyxl.comments import Comment\n+from openpyxl.formatting.rule import CellIsRule, FormulaRule\n+from openpyxl.styles import Alignment, Border, Font, PatternFill, Side\n+from openpyxl.worksheet.table import Table, TableStyleInfo\n+from openpyxl.utils import get_column_letter\n+\n+\n+ROOT

    Arguments

    const patch = "*** Begin Patch\n*** Add File: build_material_sourcing_workbook.py\n+from collections import defaultdict\n+from datetime import datetime\n+from pathlib import Path\n+\n+from openpyxl import Workbook, load_workbook\n+from openpyxl.chart import BarChart, Reference\n+from openpyxl.comments import Comment\n+from openpyxl.formatting.rule import CellIsRule, FormulaRule\n+from openpyxl.styles import Alignment, Border, Font, PatternFill, Side\n+from openpyxl.worksheet.table import Table, TableStyleInfo\n+from openpyxl.utils import get_column_letter\n+\n+\n+ROOT

    … 67,993 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.0 seconds
Output:

{}
  25. 25Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"ls -l build_material_sourcing_workbook.py && python -m py_compile build_material_sourcing_workbook.py","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":20000});
text(r.output);

    Output

    Script completed
Wall time 0.2 seconds
Output:

-rw-r--r-- 1 root root 58243 Aug 20 18:53 build_material_sourcing_workbook.py
  26. 26Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"python build_material_sourcing_workbook.py","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":30000});
text(r.output);
if (r.session_id) text(`SESSION_ID=${r.session_id}`);

    Output

    Script completed
Wall time 1.8 seconds
Output:

Traceback (most recent call last):
  File "/workspace/build_material_sourcing_workbook.py", line 558, in <module>
    sched_days = (d["Need-By Date"] - q["Quoted Receipt Date"]).days
                  ~~~~~~~~~~~~~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~~
TypeError: unsupported operand type(s) for -: 'str' and 'str'
  27. 27exec1

    Tool execution only — no assistant text

    execconst patch = "*** Begin Patch\n*** Update File: build_material_sourcing_workbook.py\n@@\n def rows_from_xlsx(path, sheet_name):\n@@\n- for row in ws.iter_rows(min_row=2, values_only=True):\n+ for row in ws.iter_rows(min_row=2, values_only=True):\n if any(v is not None for v in row):\n- rows.append(dict(zip(headers, row)))\n+ normalized = []\n+ for value in row:\n+ if isinstance(value, str) and len(value) == 10 and value[4] == \"-\" and value[7] == \"-\":\n+ try:\n+

    Arguments

    const patch = "*** Begin Patch\n*** Update File: build_material_sourcing_workbook.py\n@@\n def rows_from_xlsx(path, sheet_name):\n@@\n-    for row in ws.iter_rows(min_row=2, values_only=True):\n+    for row in ws.iter_rows(min_row=2, values_only=True):\n         if any(v is not None for v in row):\n-            rows.append(dict(zip(headers, row)))\n+            normalized = []\n+            for value in row:\n+                if isinstance(value, str) and len(value) == 10 and value[4] == \"-\" and value[7] == \"-\":\n+                    try:\n+

    … 296 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.0 seconds
Output:

{}
  28. 28Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"python build_material_sourcing_workbook.py","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":30000});
text(r.output);
if (r.session_id) text(`SESSION_ID=${r.session_id}`);

    Output

    Script completed
Wall time 2.7 seconds
Output:

/workspace/output/material_sourcing_analysis_workbook.xlsx
  29. 29Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"python /root/.agents/skills/xlsx/scripts/recalc.py output/material_sourcing_analysis_workbook.xlsx 60","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":30000});
text(r.output);
if (r.session_id) text(`SESSION_ID=${r.session_id}`);

    Output

    Script completed
Wall time 6.2 seconds
Output:

status: errors_found
total_errors: 134
error_summary:
  #VALUE!:
    count: 134
    locations:
      - Quote Feasibility!U6
      - Quote Feasibility!Z6
      - Quote Feasibility!U7
      - Quote Feasibility!Z7
      - Quote Feasibility!U8
      - Quote Feasibility!Z8
      - Quote Feasibility!U9
      - Quote Feasibility!Z9
      - Quote Feasibility!U10
      - Quote Feasibility!Z10
      - Quote Feasibility!U11
      - Quote Feasibility!Z11
      - Quote Feasibility!U12
      - Quote Feasibility!Z12
      - Quote Feasibility!U13
      - Quote Feasibility!Z13
      - Quote Feasibility!U14
      - Quote Feasibility!Z14
      - Quote Feasibility!U15
      - Quote Feasibility!Z15
total_formulas: 1824
  30. 30Shell1

    Tool execution only — no assistant text

    Shellvia exec1k chars

    Arguments

    const r = await tools.exec_command({cmd:"python - <<'PY'\nfrom openpyxl import load_workbook\np='output/material_sourcing_analysis_workbook.xlsx'\nwb=load_workbook(p,data_only=False)\nws=wb['Quote Feasibility']\nfor c in ['U6','U7','Z6']:\n print(c,ws[c].value)\nPY","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":10000});
text(r.output);

    Output

    Script completed
Wall time 1.1 seconds
Output:

U6 =IF(AND(T6="Approved",IFERROR(VLOOKUP(I6,'AMSL Input'!$A$6:$I$17,8,FALSE())>='Read Me'!$B$6,FALSE()),IF(ISNUMBER(SEARCH(IF(ISNUMBER(SEARCH("AMS-QQ-A-250",INDEX('Quotes Input'!$E$6:$E$37,MATCH(H6,'Quotes Input'!$A$6:$A$37,0)))),"AMS-QQ-A-250",IF(ISNUMBER(SEARCH("AMS-QQ-A-200",INDEX('Quotes Input'!$E$6:$E$37,MATCH(H6,'Quotes Input'!$A$6:$A$37,0)))),"AMS-QQ-A-200",INDEX('Quotes Input'!$E$6:$E$37,MATCH(H6,'Quotes Input'!$A$6:$A$37,0)))),IFERROR(VLOOKUP(I6,'AMSL Input'!$A$6:$I$17,4,FALSE()),""))),"Pass","Fail")),"Pass","Fail")
U7 =IF(AND(T7="Approved",IFERROR(VLOOKUP(I7,'AMSL Input'!$A$6:$I$17,8,FALSE())>='Read Me'!$B$6,FALSE()),IF(ISNUMBER(SEARCH(IF(ISNUMBER(SEARCH("AMS-QQ-A-250",INDEX('Quotes Input'!$E$6:$E$37,MATCH(H7,'Quotes Input'!$A$6:$A$37,0)))),"AMS-QQ-A-250",IF(ISNUMBER(SEARCH("AMS-QQ-A-200",INDEX('Quotes Input'!$E$6:$E$37,MATCH(H7,

    … 354 more characters of output in the raw trajectory.

  31. 31Shell1

    Tool execution only — no assistant text

    Shellvia exec2k chars

    Arguments

    const r = await tools.exec_command({cmd:"rg -n \"spec_formula|Source Approval Gate|AND\\(T\" build_material_sourcing_workbook.py","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":10000});
text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:

449:    spec_formula = f'=IF(ISNUMBER(SEARCH(IF(ISNUMBER(SEARCH("AMS-QQ-A-250",C{excel_row})),"AMS-QQ-A-250",IF(ISNUMBER(SEARCH("AMS-QQ-A-200",C{excel_row})),"AMS-QQ-A-200",C{excel_row})),IFERROR(VLOOKUP(F{excel_row},\'AMSL Input\'!$A$6:$I$17,4,FALSE),""))),"Pass","Fail")'
458:        spec_formula,
463:        f'=IF(AND(T{excel_row}="Pass",U{excel_row}="Pass",V{excel_row}="Pass",W{excel_row}="Pass",X{excel_row}="Pass"),"Eligible","Ineligible")',
555:headers = ["Requirement ID", "Program ID", "Priority", "Restriction", "MRP Firmed", "Need-By", "Net Required (lb)", "Quote ID", "Source ID", "Source Name", "Quoted Qty (lb)", "Min Order (lb)", "Unit Price ($/lb)", "Quoted Receipt", "Days Before Need-By", "Quote Expiry", "Expiry Gate", "Cert Offered", "Cert Gate", "Source Status", "Source Approval Gate", "Melt Country", "Origin Gate", "Schedule Gate", "Quantity Co

    … 833 more characters of output in the raw trajectory.

  32. 32exec1

    Tool execution only — no assistant text

    execconst patch = "*** Begin Patch\n*** Update File: build_material_sourcing_workbook.py\n@@\n- spec_formula = f'=IF(ISNUMBER(SEARCH(IF(ISNUMBER(SEARCH(\"AMS-QQ-A-250\",INDEX(\\'Quotes Input\\'!$E$6:$E$37,MATCH(H{excel_row},\\'Quotes Input\\'!$A$6:$A$37,0)))),\"AMS-QQ-A-250\",IF(ISNUMBER(SEARCH(\"AMS-QQ-A-200\",INDEX(\\'Quotes Input\\'!$E$6:$E$37,MATCH(H{excel_row},\\'Quotes Input\\'!$A$6:$A$37,0)))),\"AMS-QQ-A-200\",INDEX(\\'Quotes Input\\'!$E$6:$E$37,MATCH(H{excel_row},\\'Quotes Input\\'!$A$6:$A$37,0)))),IFERROR(VLOOKUP(I{excel_row},\

    Arguments

    const patch = "*** Begin Patch\n*** Update File: build_material_sourcing_workbook.py\n@@\n-        spec_formula = f'=IF(ISNUMBER(SEARCH(IF(ISNUMBER(SEARCH(\"AMS-QQ-A-250\",INDEX(\\'Quotes Input\\'!$E$6:$E$37,MATCH(H{excel_row},\\'Quotes Input\\'!$A$6:$A$37,0)))),\"AMS-QQ-A-250\",IF(ISNUMBER(SEARCH(\"AMS-QQ-A-200\",INDEX(\\'Quotes Input\\'!$E$6:$E$37,MATCH(H{excel_row},\\'Quotes Input\\'!$A$6:$A$37,0)))),\"AMS-QQ-A-200\",INDEX(\\'Quotes Input\\'!$E$6:$E$37,MATCH(H{excel_row},\\'Quotes Input\\'!$A$6:$A$37,0)))),IFERROR(VLOOKUP(I{excel_row},\

    … 1,101 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.0 seconds
Output:

{}
  33. 33Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"python build_material_sourcing_workbook.py && python /root/.agents/skills/xlsx/scripts/recalc.py output/material_sourcing_analysis_workbook.xlsx 60","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":30000});
text(r.output);
if (r.session_id) text(`SESSION_ID=${r.session_id}`);

    Output

    Script completed
Wall time 7.4 seconds
Output:

/workspace/output/material_sourcing_analysis_workbook.xlsx
{
  "status": "success",
  "total_errors": 0,
  "error_summary": {},
  "total_formulas": 1824
}
  34. 34Shell1

    Tool execution only — no assistant text

    Shellvia exec6k chars

    Arguments

    const r = await tools.exec_command({cmd:"python - <<'PY'\nfrom openpyxl import load_workbook\np='output/material_sourcing_analysis_workbook.xlsx'\nwb=load_workbook(p,data_only=True,read_only=True)\nprint('Sheets:', wb.sheetnames)\nws=wb['Dashboard']\nfor cell in ['A5','D5','G5','J5','A8','D8','G8','J8']:\n    print(cell,ws[cell].value)\nprint('\\nProgram summary')\nfor row in ws.iter_rows(min_row=13,max_row=18,min_col=1,max_col=7,values_only=True): print(row)\nprint('\\nReq coverage issues')\nws=wb['Req Coverage']\nfor r in range(6,32):\n    vals=[ws.cell(r,c).value

    … 605 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 2.9 seconds
Output:

Sheets: ['Read Me', 'Dashboard', 'Demand Input', 'Inventory Input', 'Quotes Input', 'AMSL Input', 'Programs Input', 'Policy Rules', 'Lot Assessment', 'Inventory Candidates', 'Allocation Plan', 'Quote Feasibility', 'Purchase Plan', 'Req Coverage', 'Alternatives', 'Escalations']
A5 8960
D5 5857.25
G5 3102.75
J5 3630
A8 32364.25
D8 25575
G8 6789.25
J8 0

Program summary
('PRG-RAVEN', 1, 'DFARS', 2027, 1525.6, 501.4, 0)
('PRG-SABLE', 2, 'DFARS', 1218, 339.2, 878.8, 0)
('PRG-MERIDIAN', 3, 'CUST-EU', 1628, 1252.7, 375.3, 0)
('PRG-TUNDRA', 4, 'CUST-EU', 1309, 739, 570, 0)
('PRG-HALCYON', 5, 'None', 1660, 1201.5, 458.5, 0)
('PRG-CALDER', 6, 'None', 1118, 799.25, 318.75, 0)

Req coverage issues
['REQ-H4A2', 842, 516.6, 325.4, 842, 0, 'Partial - purchase required', 'Covered by recommended plan', 'Medium']
['REQ-K9P1', 615, 615, 0, 615, 0, 'Full - compliant on

    … 5,039 more characters of output in the raw trajectory.

  35. 35Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"python - <<'PY'\nelig=[252,416,388.85,586.5,765.6,516.6,591.6,950.4,385.95,736,237.8,323.9,335.4,214.6,289,500.2,244]\ninel=[592.8,979.4,212.5,664,653.6,588,437.4]\nprint(sum(elig),sum(inel),sum(elig)+sum(inel))\nPY","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":10000});
text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:

7734.399999999999 4127.7 11862.099999999999
  36. 36Shell1

    Tool execution only — no assistant text

    Shellvia exec1k chars

    Arguments

    const r = await tools.exec_command({cmd:"python - <<'PY'\nfrom openpyxl import load_workbook\nwb=load_workbook('output/material_sourcing_analysis_workbook.xlsx',data_only=True,read_only=True)\nws=wb['Quote Feasibility']\nsel=[]\nfor r in range(6,ws.max_row+1):\n if ws.cell(r,28).value=='Yes': sel.append((ws.cell(r,1).value,ws.cell(r,8).value,ws.cell(r,15).value,ws.cell(r,26).value,ws.cell(r,27).value))\nprint('selected candidate rows',len(sel))\nfor x in sel:print(x)\nfrom collections import Counter\nprint('Feasibility counts', Counter(ws.cell(r,26).value for r in range(6,

    … 125 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 3.8 seconds
Output:

selected candidate rows 15
('REQ-H4A2', 'QTE-A3F91C', 11, 'Feasible', 325.4)
('REQ-C9T1', 'QTE-8B3F19', 8, 'Feasible', 176)
('REQ-T2C7', 'QTE-3A9F18', 18, 'Feasible', 323.8)
('REQ-B6N3', 'QTE-A3F91C', 23, 'Feasible', 268)
('REQ-L8Q4', 'QTE-6D1B84', 2, 'Feasible - high schedule risk', 287)
('REQ-D7R4', 'QTE-2D7C64', 47, 'Feasible', 23.1)
('REQ-W3F9', 'QTE-2F8C41', 36, 'Feasible', 198)
('REQ-G2J9', 'QTE-1A6E38', 35, 'Feasible', 154.2)
('REQ-V1D9', 'QTE-3A9F18', 61, 'Feasible', 357)
('REQ-Y8K2', 'QTE-2D7C64', 70, 'Feasible', 213)
('REQ-Z4V2', 'QTE-9A2E57', 75, 'Feasible', 389)
('REQ-S6P3', 'QTE-9E4B27', 92, 'Feasible', 69.5)
('REQ-E9C1', 'QTE-C1E7B4', 103, 'Feasible', 1.75)
('REQ-U4B8', 'QTE-7E2A85', 95, 'Feasible', 157)
('REQ-H7D5', 'QTE-D9F3B1', 113, 'Feasible', 160)
Feasibility counts Counter({'Feasible': 50, 'Not feasible': 16, 'Feasible - high schedul

    … 17 more characters of output in the raw trajectory.

  37. 37The workbook is built and recalculated successfully with 1,824 formulas and zero Excel errors. Its coverage checks recon…

    The workbook is built and recalculated successfully with 1,824 formulas and zero Excel errors. Its coverage checks reconcile to 8,960 lb demand, 5,857.25 lb compliant inventory, 3,102.75 lb selected purchase coverage, and no post-plan shortage; I’m now formatting the leadership memo around those audited results.

  38. 38exec1

    Tool execution only — no assistant text

    execconst patch = "*** Begin Patch\n*** Add File: build_material_sourcing_memo.js\n+const fs = require(\"fs\");\n+const {\n+ AlignmentType,\n+ BorderStyle,\n+ Document,\n+ Footer,\n+ Header,\n+ HeadingLevel,\n+ LevelFormat,\n+ PageNumber,\n+ PageOrientation,\n+ Packer,\n+ Paragraph,\n+ SectionType,\n+ ShadingType,\n+ Table,\n+ TableCell,\n+ TableLayoutType,\n+ TableRow,\n+ TextRun,\n+ VerticalAlign,\n+ WidthType,\n+} = require(\"docx\");\n+\n+const OUT = \"/workspace/output/material_sourcing_recommendation_memo.docx\";\n+const N

    Arguments

    const patch = "*** Begin Patch\n*** Add File: build_material_sourcing_memo.js\n+const fs = require(\"fs\");\n+const {\n+  AlignmentType,\n+  BorderStyle,\n+  Document,\n+  Footer,\n+  Header,\n+  HeadingLevel,\n+  LevelFormat,\n+  PageNumber,\n+  PageOrientation,\n+  Packer,\n+  Paragraph,\n+  SectionType,\n+  ShadingType,\n+  Table,\n+  TableCell,\n+  TableLayoutType,\n+  TableRow,\n+  TextRun,\n+  VerticalAlign,\n+  WidthType,\n+} = require(\"docx\");\n+\n+const OUT = \"/workspace/output/material_sourcing_recommendation_memo.docx\";\n+const N

    … 29,292 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.0 seconds
Output:

{}
  39. 39Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"NODE_PATH=$(npm root -g) node build_material_sourcing_memo.js","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":30000});
text(r.output);
if (r.session_id) text(`SESSION_ID=${r.session_id}`);

    Output

    Script completed
Wall time 0.7 seconds
Output:

/workspace/output/material_sourcing_recommendation_memo.docx
  40. 40Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const results = await Promise.all([
  tools.exec_command({cmd:"python /root/.agents/skills/docx/scripts/office/validate.py output/material_sourcing_recommendation_memo.docx","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":30000}),
  tools.exec_command({cmd:"unzip -t output/material_sourcing_recommendation_memo.docx | tail -n 3","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":10000})
]);
for (const r of results) text(r.output);

    Output

    Script completed
Wall time 2.9 seconds
Output:


Paragraphs: 0 → 494 (+494)
All validations PASSED!

/bin/bash: line 1: unzip: command not found
  41. 41Shell1

    Tool execution only — no assistant text

    Shellvia exec16k chars

    Arguments

    const r = await tools.exec_command({cmd:"review_dir=$(mktemp -d /tmp/material-memo-review.XXXXXX)\npython /root/.agents/skills/docx/scripts/office/soffice.py --headless --convert-to pdf --outdir \"$review_dir\" output/material_sourcing_recommendation_memo.docx\npdfinfo \"$review_dir/material_sourcing_recommendation_memo.pdf\"\npdftotext -layout \"$review_dir/material_sourcing_recommendation_memo.pdf\" - | sed -n '1,220p'\nfind \"$review_dir\" -maxdepth 1 -type f -print","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":40000});
text(r.out

    … 9 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 1.9 seconds
Output:

Warning: failed to launch javaldx - java may not function correctly
convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /tmp/material-memo-review.jZMVxc/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export
Title:           Material Sourcing Recommendation Memo
Subject:         2026 Q3 certified aerospace door and hinge material sourcing plan
Author:          OpenAI
Creator:         Writer
Producer:        LibreOffice 25.2.3.2 (X86_64) / LibreOffice Community
CreationDate:    Thu Aug 20 18:56:41 2026 UTC
Custom Metadata: no
Metadata Stream: yes
Tagged:          yes
UserProperties:  no
Suspects:        no
Form:            none
JavaScript:      no
Pages:           6
Encrypted:       no
Page size:       612 x 792 pts (letter)
Page rot:        0
File size:       256712 bytes
Optimized:

    … 14,514 more characters of output in the raw trajectory.

  42. 42Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"review_dir=/tmp/material-memo-review.jZMVxc\npdftoppm -png -r 90 \"$review_dir/material_sourcing_recommendation_memo.pdf\" \"$review_dir/page\"\ncommand -v montage || true\nls -lh \"$review_dir\"/page-*.png","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":10000});
text(r.output);

    Output

    Script completed
Wall time 1.4 seconds
Output:

-rw-r--r-- 1 root root 219K Aug 20 18:56 /tmp/material-memo-review.jZMVxc/page-1.png
-rw-r--r-- 1 root root 152K Aug 20 18:56 /tmp/material-memo-review.jZMVxc/page-2.png
-rw-r--r-- 1 root root 175K Aug 20 18:56 /tmp/material-memo-review.jZMVxc/page-3.png
-rw-r--r-- 1 root root 113K Aug 20 18:56 /tmp/material-memo-review.jZMVxc/page-4.png
-rw-r--r-- 1 root root 223K Aug 20 18:56 /tmp/material-memo-review.jZMVxc/page-5.png
-rw-r--r-- 1 root root 148K Aug 20 18:56 /tmp/material-memo-review.jZMVxc/page-6.png
  43. 43Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"python - <<'PY'\nfrom PIL import Image, ImageOps, ImageDraw\nfrom pathlib import Path\np=Path('/tmp/material-memo-review.jZMVxc')\nimgs=[Image.open(x).convert('RGB') for x in sorted(p.glob('page-*.png'))]\nthumbs=[]\nfor i,img in enumerate(imgs,1):\n    img.thumbnail((520,680))\n    canvas=Image.new('RGB',(540,720),'white')\n    canvas.paste(img,((540-img.width)//2,20))\n    ImageDraw.Draw(canvas).text((10,695),f'Page {i}',fill='black')\n    thumbs.append(canvas)\nout=Image.new('RGB',(1080,2160),(220,220,220))\nfor idx,img in enu

    … 226 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.8 seconds
Output:

/tmp/material-memo-review.jZMVxc/contact.png
  44. 44exec1

    Tool execution only — no assistant text

    execconst r = await tools.view_image({path:"/tmp/material-memo-review.jZMVxc/contact.png",detail:"original"}); image(r.image_url);1.6M chars

    Arguments

    const r = await tools.view_image({path:"/tmp/material-memo-review.jZMVxc/contact.png",detail:"original"});
image(r.image_url);

    Output

    Script completed
Wall time 0.1 seconds
Output:

    … 1,597,624 more characters of output in the raw trajectory.

  45. 45Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"pdfinfo -f 1 -l 6 /tmp/material-memo-review.jZMVxc/material_sourcing_recommendation_memo.pdf | rg 'Page +[1-6] size|Pages|Page size'","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":10000});
text(r.output);

    Output

    Script completed
Wall time 0.3 seconds
Output:

Pages:           6
Page    1 size:  612 x 792 pts (letter)
Page    2 size:  612 x 792 pts (letter)
Page    3 size:  792 x 612 pts (letter)
Page    4 size:  792 x 612 pts (letter)
Page    5 size:  612 x 792 pts (letter)
Page    6 size:  612 x 792 pts (letter)
  46. 46Shell1

    Tool execution only — no assistant text

    Shellvia exec1k chars

    Arguments

    const r = await tools.exec_command({cmd:"review_dir=$(mktemp -d /tmp/material-xlsx-review.XXXXXX)\npython /root/.agents/skills/xlsx/scripts/office/soffice.py --headless --convert-to pdf --outdir \"$review_dir\" output/material_sourcing_analysis_workbook.xlsx\npdfinfo \"$review_dir/material_sourcing_analysis_workbook.pdf\" | sed -n '1,18p'\npdftoppm -f 1 -l 3 -png -r 90 \"$review_dir/material_sourcing_analysis_workbook.pdf\" \"$review_dir/page\"\nfind \"$review_dir\" -maxdepth 1 -type f -print","workdir":"/workspace","yield_time_ms":30000,"max_output_t

    … 37 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 3.4 seconds
Output:

Warning: failed to launch javaldx - java may not function correctly
convert /workspace/output/material_sourcing_analysis_workbook.xlsx as a Calc document -> /tmp/material-xlsx-review.GNsnaO/material_sourcing_analysis_workbook.pdf using filter : calc_pdf_Export
Author:          openpyxl
Creator:         Calc
Producer:        LibreOffice 25.2.3.2 (X86_64) / LibreOffice Community
CreationDate:    Thu Aug 20 18:57:10 2026 UTC
Custom Metadata: no
Metadata Stream: yes
Tagged:          yes
UserProperties:  no
Suspects:        no
Form:            none
JavaScript:      no
Pages:           16
Encrypted:       no
Page size:       612 x 792 pts (letter)
Page rot:        0
File size:       1920984 bytes
Optimized:       no
PDF version:     1.7
/tmp/material-xlsx-review.GNsnaO/page-01.png
/tmp/material-xlsx-review.GNsnaO/material_sourcing_analysis_workbook.pdf

    … 95 more characters of output in the raw trajectory.

  47. 47Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"python - <<'PY'\nfrom PIL import Image, ImageDraw\nfrom pathlib import Path\np=Path('/tmp/material-xlsx-review.GNsnaO')\nimgs=[Image.open(x).convert('RGB') for x in sorted(p.glob('page-*.png'))]\nout=Image.new('RGB',(1500,700),(225,225,225))\nfor i,img in enumerate(imgs):\n img.thumbnail((480,640))\n x=i*500+(500-img.width)//2\n out.paste(img,(x,20))\n ImageDraw.Draw(out).text((i*500+10,670),f'Page {i+1}',fill='black')\nout.save(p/'contact.png')\nprint(p/'contact.png')\nPY","workdir":"/workspace","yield_time_ms":10000,"ma

    … 47 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.5 seconds
Output:

/tmp/material-xlsx-review.GNsnaO/contact.png
  48. 48exec1

    Tool execution only — no assistant text

    execconst r = await tools.view_image({path:"/tmp/material-xlsx-review.GNsnaO/contact.png",detail:"original"}); image(r.image_url);178k chars

    Arguments

    const r = await tools.view_image({path:"/tmp/material-xlsx-review.GNsnaO/contact.png",detail:"original"});
image(r.image_url);

    Output

    Script completed
Wall time 0.0 seconds
Output:

    … 176,984 more characters of output in the raw trajectory.

  49. 49Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"python - <<'PY'\nfrom openpyxl import load_workbook\nwb=load_workbook('output/material_sourcing_analysis_workbook.xlsx',data_only=True,read_only=True)\nws=wb['Req Coverage']\nfrom collections import Counter\nprint(Counter(ws.cell(r,13).value for r in range(6,32)))\nPY","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":10000});
text(r.output);

    Output

    Script completed
Wall time 1.2 seconds
Output:

Counter({'Full - compliant on hand': 11, 'Partial - purchase required': 8, 'None - purchase required': 7})
  50. 50Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"ls -lah output\npython - <<'PY'\nfrom pathlib import Path\nfrom openpyxl import load_workbook\nfrom docx import Document\nxlsx=Path('output/material_sourcing_analysis_workbook.xlsx')\ndocx=Path('output/material_sourcing_recommendation_memo.docx')\nwbv=load_workbook(xlsx,data_only=True,read_only=True)\nerrors=[]\nfor ws in wbv.worksheets:\n    for row in ws.iter_rows():\n        for c in row:\n            if isinstance(c.value,str) and c.value.startswith('#'):\n                errors.append(f'{ws.title}!{c.coordinate}={c.value}')

    … 940 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 1.9 seconds
Output:

total 152K
drwxr-xr-x 1 root root 4.0K Aug 20 18:56 .
drwxr-xr-x 1 root root 4.0K Aug 20 18:56 ..
-rw-r--r-- 1 root root 109K Aug 20 18:54 material_sourcing_analysis_workbook.xlsx
-rw-r--r-- 1 root root  28K Aug 20 18:56 material_sourcing_recommendation_memo.docx
Cached formula errors: []
Requirement IDs present in memo: 26 / 26
Selected quote IDs present in memo: 12 / 12
Workbook sheets: 16
Output sizes: 111135 27779
  51. 51exec1

    Tool execution only — no assistant text

    execconst p = await tools.update_plan({explanation:"Completed the packet-only compliance analysis, built both deliverables, recalculated the workbook with zero formula errors, and validated/rendered the memo and workbook for visual QA.",plan:[ {step:"Read the spreadsheet and Word-document skill instructions",status:"completed"}, {step:"Inventory and extract the attached sourcing packet",status:"completed"}, {step:"Analyze compliant coverage, quotes, allocations, risks, and tradeoffs",status:"completed"}, {step:"Build and validate the analysis workbook",status:

    Arguments

    const p = await tools.update_plan({explanation:"Completed the packet-only compliance analysis, built both deliverables, recalculated the workbook with zero formula errors, and validated/rendered the memo and workbook for visual QA.",plan:[
  {step:"Read the spreadsheet and Word-document skill instructions",status:"completed"},
  {step:"Inventory and extract the attached sourcing packet",status:"completed"},
  {step:"Analyze compliant coverage, quotes, allocations, risks, and tradeoffs",status:"completed"},
  {step:"Build and validate the analysis workbook",status:

    … 113 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.0 seconds
Output:

{}
  52. 52Completed both deliverables: - [Recommendation memo](/workspace/output/material_sourcing_recommendation_memo.docx) - [An…

    Completed both deliverables:

    • Recommendation memo
    • Analysis workbook

    Plan summary: 5,857.25 lb compliant inventory, 3,102.75 lb purchase coverage, and $32,364.25 planned spend. All 26 requirements are covered if selected quotes are released; Sable’s 4340 plate remains the primary escalation due to its two-day schedule margin.

    The workbook has zero formula errors. Assessment basis is the packet snapshot dated June 20, 2026; expired quotes require revalidation.

5 failure modes across 6 verifier failures

  1. 1Grader Context or Extraction IncompleteView on Failure Modes ↗Grader Error2 failures

    Description

    Does direct inspection show the challenged source fact, companion artifact, row, field, or formula exists, while the verdict relies on a missing packet, truncated extract, unreadable cache, or refusal to inspect the required companion file?

    Failure evidence · per affected verifier

    • The provided extract cuts off partway through Quote Feasibility, so several requirements' final coverage status is not visible to check.

    • The judge's own extract omits the underlying sourcing packet or is truncated partway through the workbook, so it cannot verify fabrication even though nothing fabricated is visible in what was shown.

  2. 2Quantity, Cost, Capacity, or Rate Calculation WrongView on Failure Modes ↗Reasoning and Computation1 failure

    Description

    With the correct source rows and eligibility decisions available, is a required order quantity, excess, cost, credit, capacity, production-mix value, threshold flag, or weighted rate calculated incorrectly?

    Failure evidence · per affected verifier

    • A shared quote line is ordered or costed at a quantity that exceeds the combined residual need by more than the supplier minimum justifies.

  3. 3Decision Audit Trail Fragmented or IncompleteView on Failure Modes ↗Deliverable Completion and Structure1 failure

    Description

    Must a reviewer join separate sheets or infer unstated links to connect an item or requirement with its inputs, alternatives, decision, rationale, quantities, and resulting economics?

    Failure evidence · per affected verifier

    • Selected lots, rejected alternatives, selected and rejected quotes, and purchase cost for an at-risk requirement each live on a different sheet instead of one joined view.

  4. 4Required Evidence Fields or Rows OmittedView on Failure Modes ↗Deliverable Completion and Structure1 failure

    Description

    Is the decision generally present, but the required exact identifiers, comparison rows, operational columns, governing terms, before-and-after values, or validation fields needed to verify it are absent?

    Failure evidence · per affected verifier

    • MOQ-driven buys show the residual need and the MOQ-adjusted order quantity across various sheets but never state the excess amount as its own value.

  5. 5Escalation or Tradeoff Communication IncompleteView on Failure Modes ↗Presentation and Communication1 failure

    Description

    Does the final communication omit or conflate a required escalation, rejected attractive alternative, disqualifying reason, residual risk, or distinction between a feasible plan and separate process actions?

    Failure evidence · per affected verifier

    • The memo argues compliance over price or lead time but omits naming at least one of the three required attractive, cheaper, or faster non-compliant quotes along with the specific reason it was rejected.