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task_111Manufacturing

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

TaxonomyManufacturingBuyers and purchasing agents

All trialsGPT-5.6 SolcodexTrial 01

93%

Trial reward

GPT-5.6 SolFail

Trial 01 — 1st of 4 by reward score. This model averages 74.5% across 4 trials on this task.

  • 14/15Core verifiers passed
  • 15/16All verifiers passed
  • 1Core failed
  • 51Turns
  • 38Tool calls
  • $5.16Cost
  • 33.2mTime
  • 79kOutput tokens

Missed 1 of 15 core — traceability.

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_coverageLLMPass
    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

  • 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 workbook does not present a single per-requirement view that ties together selected lots, rejected matching lots with reasons, selected quote, rejected/alternative quotes with reasons, residual-after-inventory, and purchase quantity/cost. For example, 'Requirement Coverage' shows selected sources and cost (e.g., REQ-T2C7 lists LOT-6B2F39, QTE-3A9F18, 106.2 lb inventory, 323.8 lb purchase, $3804.65), but the rejected lots and quote alternatives with reasons for that same requirement appear only on separate 'Inventory-Req Tests' and 'Quote-Req Tests' sheets. Since the rejected-lot/rejected-quote evidence is not in one requirement-level audit view, the rubric is not fully satisfied.

  • residual_vs_moqLLMPass
    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

  • 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_recommendationLLMPass
    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

  • no_fabrication_side_effectsLLMPass
    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

  • residual_po_reconciliationLLMPass
    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

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.xlsx131 KB

Executive Summary31 rows

Material Sourcing Review - Executive Summary
Packet-basis recommendation for the 2026 Q3 door/hinge mechanism build wave. All quantities are usable pounds unless labeled as PO/order quantity.
Review as-of46193Decision postureCompliance-first; exact callout; fixed allocations/yield; program priority
Coverage & Cost MetricsLeadership Recommendation
Total requirements26Residual shortage after plan (lb)0Release the eight quote lines supporting firm demand (including shared firm/tentative buys) before their stated expiries.
Firm requirements20Compliant inventory applied (lb)5857.25Obtain immediate PMO/planner direction on Sable REQ-L8Q4: its only compliant quote has a 2-day dock-to-need margin.
Tentative requirements6Purchase material applied (lb)3102.75Condition the three remaining tentative-only buys on planner confirmation; do not count them as secured until authorized.
Inventory-only requirements11Recommended order quantity (lb)3621.5Maintain all certification, traceability, hold, source-status, and origin exclusions; no waiver or expedite is assumed.
Purchase-dependent requirements15MOQ-driven purchase surplus (lb)518.75Approve MOQ overbuy explicitly: 518.75 lb is purchased above applied demand, driven by three sub-MOQ residuals.
Coverable after recommended actions26Recommended PO cost32288.42
Program Coverage Summary
ProgramPriorityBuild StartRestrictionRequirementsNet Demand (lb)Inventory Applied (lb)Purchase Applied (lb)Residual (lb)Program Status
PRG-RAVEN146251DFARS420271525.6501.40COVERABLE - PO action required
PRG-SABLE246265DFARS41218339.2878.80COVERABLE - PO action required
PRG-MERIDIAN346293CUST-EU516281252.7375.30COVERABLE - PO action required
PRG-TUNDRA446314CUST-EU413097395700COVERABLE - PO action required
PRG-HALCYON546335None416601201.5458.50COVERABLE - PO action required
PRG-CALDER646349None51118799.25318.750COVERABLE - PO action required
Selected Quote Action Timeline
Quote IDQuote ExpiryAction TierRecommended Order Qty (lb)PO CostEarliest Need-BySchedule MarginPlan Check
QTE-D9F3B146217Immediate - firm2501337.546339113PASS
QTE-8B3F1946217Immediate - firm1762499.2462378PASS
QTE-A3F91C46218Immediate - firm593.45577.964624411PASS
QTE-2D7C6446222Immediate - firm/shared236.11794.364628347PASS
QTE-3A9F1846223Immediate - firm680.87999.44625818PASS
QTE-9E4B2746223Conditional - tentative25021754633092PASS
QTE-C1E7B446225Immediate - firm250222546340103PASS
QTE-7E2A8546226Conditional - tentative1571742.74634495PASS
QTE-2F8C4146226Immediate - firm1981950.34627936PASS
QTE-1A6E3846228Conditional - tentative154.2886.654628135PASS
QTE-9A2E5746236Immediate - firm3892120.054632775PASS
QTE-6D1B8446239Priority decision - tentative2871980.3462622PASS

User prompt → 51 turns · 38 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 spreadsheet and Word-document skills because the deliverables require an auditable requirement-level workb…

    I’m using the spreadsheet and Word-document skills because the deliverables require an auditable requirement-level workbook and a polished leadership memo. I’ll first map the source packet and its governing constraints, then build and validate both files in /workspace/output/.

  7. 7exec1

    Tool execution only — no assistant text

    execconst p = await tools.update_plan({plan:[ {step:"Inspect the attached packet and read the document/spreadsheet skill instructions",status:"in_progress"}, {step:"Analyze demand, inventory/certifications, approved sources, quotes, substitution policy, and program priorities",status:"pending"}, {step:"Build and validate the sourcing analysis workbook",status:"pending"}, {step:"Draft and validate the recommendation memo",status:"pending"}, {step:"Cross-check both deliverables for consistency and hand off",status:"pending"} ]}); const r = await tools.e

    Arguments

    const p = await tools.update_plan({plan:[
  {step:"Inspect the attached packet and read the document/spreadsheet skill instructions",status:"in_progress"},
  {step:"Analyze demand, inventory/certifications, approved sources, quotes, substitution policy, and program priorities",status:"pending"},
  {step:"Build and validate the sourcing analysis workbook",status:"pending"},
  {step:"Draft and validate the recommendation memo",status:"pending"},
  {step:"Cross-check both deliverables for consistency and hand off",status:"pending"}
]});
const r = await tools.e

    … 311 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.1 seconds
Output:

plan: {}
files:
  chunk_id: dae71f
  wall_time_seconds: 0.000008951
  exit_code: 0
  original_token_count: 99
  output: |
    /workspace
    /root/.agents/skills/docx/SKILL.md
    /root/.agents/skills/xlsx/SKILL.md
    /workspace/data/approved_material_source_list.xlsx
    /workspace/data/engineering_material_substitution_policy.pdf
    /workspace/data/inventory_lot_cert_snapshot.xlsx
    /workspace/data/material_demand_forecast.xlsx
    /workspace/data/program_priority_build_schedule.docx
    /workspace/data/supplier_quote_leadtime_matrix.xlsx
  8. 8Shell1

    Tool execution only — no assistant text

    Shellvia exec21k chars

    Arguments

    const r = await tools.exec_command({cmd:"sed -n '1,260p' /root/.agents/skills/xlsx/SKILL.md && sed -n '1,320p' /root/.agents/skills/docx/SKILL.md","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":40000});
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

    … 20,266 more characters of output in the raw trajectory.

  9. 9Shell1

    Tool execution only — no assistant text

    Shellvia exec12k chars

    Arguments

    const r = await tools.exec_command({cmd:"wc -l /root/.agents/skills/xlsx/SKILL.md /root/.agents/skills/docx/SKILL.md && sed -n '261,620p' /root/.agents/skills/xlsx/SKILL.md && sed -n '321,760p' /root/.agents/skills/docx/SKILL.md","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":40000});
text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:

  291 /root/.agents/skills/xlsx/SKILL.md
  590 /root/.agents/skills/docx/SKILL.md
  881 total
  }
}
```

## 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_ex

    … 10,597 more characters of output in the raw trajectory.

  10. 10Shell1

    Tool execution only — no assistant text

    Shellvia exec12k chars

    Arguments

    const r = await tools.exec_command({cmd:"cat /root/.agents/skills/xlsx/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: 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

    … 10,972 more characters of output in the raw trajectory.

  11. 11Shell1

    Tool execution only — no assistant text

    Shellvia exec11k chars

    Arguments

    const r = await tools.exec_command({cmd:"sed -n '1,300p' /root/.agents/skills/docx/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: docx
description: "Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting like tables of contents, headings, page numbers, or letterheads. Also use when extracting or reorganizing content from .docx files, inserting or replacing images in documents, performing find-and-replace in Word files, working with tracked changes or comments, or converting content into a polished Word document. If the user asks for a 'report', 'memo', 'letter', 'template', or similar deliverable as a Word or .docx file, use this skill. Do NOT use for PDFs, spreadsheets, Google Docs, or general coding tasks unrelated to document generation."
license: Proprietary. LICENSE.txt has complete t

    … 9,513 more characters of output in the raw trajectory.

  12. 12Shell1

    Tool execution only — no assistant text

    Shellvia exec10k chars

    Arguments

    const r = await tools.exec_command({cmd:"sed -n '301,590p' /root/.agents/skills/docx/SKILL.md","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":30000});
text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:

})

// Dot leader (e.g., TOC-style)
new Paragraph({
  children: [
    new TextRun("Introduction"),
    new TextRun({ children: [
      new PositionalTab({
        alignment: PositionalTabAlignment.RIGHT,
        relativeTo: PositionalTabRelativeTo.MARGIN,
        leader: PositionalTabLeader.DOT,
      }),
      "3",
    ]}),
  ],
})
```

### Multi-Column Layouts

```javascript
// Equal-width columns
sections: [{
  properties: {
    column: {
      count: 2,          // number of columns
      space: 720,        // gap between columns in DXA (720 = 0.5 inch)
      equalWidth: true,
      separate: true,    // vertical line between columns
    },
  },
  children: [/* content flows naturally across columns */]
}]

// Custom-width columns (equalWidth must be false)
sections: [{
  properties: {
    column: {
      equalWidth: false,

    … 9,403 more characters of output in the raw trajectory.

  13. 13The packet also includes a governing substitution-policy PDF, so I’m adding the PDF skill to extract and verify that pol…

    The packet also includes a governing substitution-policy PDF, so I’m adding the PDF skill to extract and verify that policy before making any usability or substitution judgments. Its constraints will be treated as controlling where commercial availability conflicts with certification or approval rules.

  14. 14Shell1

    Tool execution only — no assistant text

    Shellvia exec8k chars

    Arguments

    const r = await tools.exec_command({cmd:"cat /root/.agents/skills/pdf/SKILL.md","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":40000});
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

    … 7,489 more characters of output in the raw trajectory.

  15. 15I’ve located six source files and am now reconciling them at the requirement/lot/quote level. I’m preserving exact ident…

    I’ve located six source files and am now reconciling them at the requirement/lot/quote level. I’m preserving exact identifiers and will only count quantities after allocations and documented yield loss; “on hand” or “available” alone will not qualify material.

  16. 16Shell1

    Tool execution only — no assistant text

    Shellvia exec36k chars

    Arguments

    const r = await tools.exec_command({cmd:"python - <<'PY'\nfrom openpyxl import load_workbook\nfrom pathlib import Path\nfor p in sorted(Path('/workspace/data').glob('*.xlsx')):\n    print(f'FILE: {p.name}')\n    wb = load_workbook(p, data_only=False, read_only=True)\n    for ws in wb.worksheets:\n        print(f'  SHEET: {ws.title} rows={ws.max_row} cols={ws.max_column}')\n        for row in ws.iter_rows(values_only=True):\n            print('   ', tuple(row))\n        print()\nPY\npandoc --track-changes=all /workspace/data/program_priority_build_schedule.docx -t plain\

    … 186 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.9 seconds
Output:

FILE: approved_material_source_list.xlsx
  SHEET: Source List rows=13 cols=9
    ('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 c

    … 34,999 more characters of output in the raw trajectory.

  17. 17Shell1

    Tool execution only — no assistant text

    Shellvia exec9k chars

    Arguments

    const r = await tools.exec_command({cmd:"rg --files /root/.agents/skills/docx | sort | sed -n '1,200p' && rg --files /root/.agents/skills/xlsx | sort | sed -n '1,200p'","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":20000});
text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:

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

    … 8,176 more characters of output in the raw trajectory.

  18. 18Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"command -v libreoffice || true\ncommand -v soffice || true\ncommand -v docx2txt || true\ncommand -v unzip || true","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":10000});
text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:

/usr/bin/libreoffice
/usr/bin/soffice
  19. 19Shell1

    Tool execution only — no assistant text

    Shellvia exec4k chars

    Arguments

    const r = await tools.exec_command({cmd:"review_tmp=$(mktemp -d)\npython /root/.agents/skills/docx/scripts/office/soffice.py --headless --convert-to 'txt:Text' --outdir \"$review_tmp\" /workspace/data/program_priority_build_schedule.docx\nsed -n '1,260p' \"$review_tmp/program_priority_build_schedule.txt\"","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":30000});
text(r.output);

    Output

    Script completed
Wall time 2.7 seconds
Output:

Warning: failed to launch javaldx - java may not function correctly
convert /workspace/data/program_priority_build_schedule.docx as a Writer document -> /tmp/tmp.NljItVtPke/program_priority_build_schedule.txt using filter : Text
Program Priority & Build Schedule
2026 Q3 Door/Hinge Mechanism Build Wave — Production Control Release PC-2026-0618
Issued by: Production Control & Program Management Office (PMO).  Distribution: Sourcing, Materials Planning, Quality, MRB.  Status as of 2026-06-19.
1. Purpose
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 contr

    … 3,220 more characters of output in the raw trajectory.

  20. 20The controlling reconciliation is now clear: exact-callout, certification, traceability, source, origin, allocation, and…

    The controlling reconciliation is now clear: exact-callout, certification, traceability, source, origin, allocation, and yield checks leave 11 requirements fully covered by inventory; the other 15 need some purchase action. Three small residuals also trigger minimum-order overbuy, so I’m separating “material applied to demand” from “PO quantity/cost” in the workbook.

  21. 21Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const d = await tools.exec_command({cmd:"mkdir -p /workspace/output","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":10000});
const p = await tools.apply_patch("*** Begin Patch\n*** Add File: /workspace/build_material_review.py\n+from pathlib import Path\n+from datetime import date, datetime\n+\n+from openpyxl import Workbook, load_workbook\n+from openpyxl.comments import Comment\n+from openpyxl.formatting.rule import FormulaRule\n+from openpyxl.styles import Alignment, Border, Font, PatternFill, Side\n+from openpyxl.worksheet.table import Table,

    … 84,838 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.1 seconds
Output:

mkdir:
  chunk_id: 1029db
  wall_time_seconds: 0.000017989
  exit_code: 0
  original_token_count: 0
  output: ""
patch: {}
  22. 22Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"python -m py_compile /workspace/build_material_review.py && python /workspace/build_material_review.py","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":30000});
text(r.output);

    Output

    Script completed
Wall time 2.3 seconds
Output:

/workspace/output/material_sourcing_analysis_workbook.xlsx
  23. 23Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"python /root/.agents/skills/xlsx/scripts/recalc.py /workspace/output/material_sourcing_analysis_workbook.xlsx 120","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":30000});
text(r.output);

    Output

    Script completed
Wall time 4.7 seconds
Output:

status: success
total_errors: 0
error_summary: {}
total_formulas: 3816
  24. 24The workbook model is built and recalculated successfully with 3,816 formulas and zero Excel errors. I’m now auditing th…

    The workbook model is built and recalculated successfully with 3,816 formulas and zero Excel errors. I’m now auditing the computed allocation sequence, program totals, selected quote quantities, and cross-sheet status flags before drafting the memo from the validated numbers.

  25. 25Shell1

    Tool execution only — no assistant text

    Shellvia exec31k chars

    Arguments

    const r = await tools.exec_command({cmd:"python - <<'PY'\nfrom openpyxl import load_workbook\np='/workspace/output/material_sourcing_analysis_workbook.xlsx'\nwb=load_workbook(p,data_only=True,read_only=True)\nfor s, cols in [('Executive Summary',12),('Requirement Coverage',21),('Purchase Plan',21),('Allocation Detail',15),('Escalations',10)]:\n    ws=wb[s]\n    print('\\nSHEET',s,ws.max_row,ws.max_column)\n    if s=='Executive Summary':\n        for r in range(4,19):\n            print(r,[ws.cell(r,c).value for c in range(1,13)])\n        for r in range(21,28): print(r,[

    … 244 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 1.2 seconds
Output:


SHEET Executive Summary 43 12
4 ['Review as-of', datetime.datetime(2026, 6, 20, 0, 0), None, 'Decision posture', 'Compliance-first; exact callout; fixed allocations/yield; program priority', None, None, None, None, None, None, None]
5 [None, None, None, None, None, None, None, None, None, None, None, None]
6 ['Coverage & Cost Metrics', None, None, None, None, None, 'Leadership Recommendation', None, None, None, None, None]
7 ['Total requirements', 26, None, 'Residual shortage after plan (lb)', 0, None, 'Release the eight quote lines supporting firm demand (including shared firm/tentative buys) before their stated expiries.', None, None, None, None, None]
8 ['Firm requirements', 20, None, 'Compliant inventory applied (lb)', 5857.25, None, 'Obtain immediate PMO/planner direction on Sable REQ-L8Q4: its only compliant quote has a 2-day dock-to-n

    … 30,092 more characters of output in the raw trajectory.

  26. 26Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"node -e \"console.log(require.resolve('docx'))\"","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":10000});
text(r.output);

    Output

    Script completed
Wall time 0.1 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
  27. 27Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"npm install --prefix /tmp/material-review-docx docx","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":30000});
text(r.output);

    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
  28. 28exec1

    Tool execution only — no assistant text

    execconst p = await tools.apply_patch("*** Begin Patch\n*** Add File: /workspace/build_material_memo.js\n+const fs = require(\"fs\");\n+const {\n+ AlignmentType, BorderStyle, Document, Footer, Header, HeadingLevel,\n+ LevelFormat, PageBreak, PageNumber, Paragraph, Packer, ShadingType,\n+ Table, TableCell, TableLayoutType, TableRow, TextRun, VerticalAlign,\n+ WidthType\n+} = require(\"docx\");\n+\n+const OUT = \"/workspace/output/material_sourcing_recommendation_memo.docx\";\n+const W = 9360;\n+const C = {\n+ navy: \"1F4E78\", blue: \"5B9BD5\", pale:

    Arguments

    const p = await tools.apply_patch("*** Begin Patch\n*** Add File: /workspace/build_material_memo.js\n+const fs = require(\"fs\");\n+const {\n+  AlignmentType, BorderStyle, Document, Footer, Header, HeadingLevel,\n+  LevelFormat, PageBreak, PageNumber, Paragraph, Packer, ShadingType,\n+  Table, TableCell, TableLayoutType, TableRow, TextRun, VerticalAlign,\n+  WidthType\n+} = require(\"docx\");\n+\n+const OUT = \"/workspace/output/material_sourcing_recommendation_memo.docx\";\n+const W = 9360;\n+const C = {\n+  navy: \"1F4E78\", blue: \"5B9BD5\", pale:

    … 33,279 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.0 seconds
Output:

[object Object]
  29. 29Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"NODE_PATH=/tmp/material-review-docx/node_modules node /workspace/build_material_memo.js && python /root/.agents/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx","workdir":"/workspace","yield_time_ms":30000,"max_output_tokens":30000});
text(r.output);

    Output

    Script completed
Wall time 2.6 seconds
Output:

/workspace/output/material_sourcing_recommendation_memo.docx

Paragraphs: 0 → 584 (+584)
All validations PASSED!
  30. 30Shell1

    Tool execution only — no assistant text

    Shellvia exec1k chars

    Arguments

    const r = await tools.exec_command({cmd:"render_dir=$(mktemp -d)\npython /root/.agents/skills/docx/scripts/office/soffice.py --headless --convert-to pdf --outdir \"$render_dir\" /workspace/output/material_sourcing_recommendation_memo.docx\npdfinfo \"$render_dir/material_sourcing_recommendation_memo.pdf\" | sed -n '1,30p'\npdftoppm -png -r 90 \"$render_dir/material_sourcing_recommendation_memo.pdf\" \"$render_dir/page\" >/dev/null 2>&1\ncommand -v montage || true\nfind \"$render_dir\" -maxdepth 1 -type f -printf '%f %s bytes\\n' | sort | sed -n '1,80p'","

    … 100 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 1.7 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/tmp.ogBDema4x3/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export
Title:           Material Sourcing Recommendation Memo
Subject:         2026 Q3 certified door and hinge mechanism raw-material sourcing review
Author:          OpenAI Codex
Creator:         Writer
Producer:        LibreOffice 25.2.3.2 (X86_64) / LibreOffice Community
CreationDate:    Thu Aug 20 17:53:06 2026 UTC
Custom Metadata: no
Metadata Stream: yes
Tagged:          yes
UserProperties:  no
Suspects:        no
Form:            none
JavaScript:      no
Pages:           7
Encrypted:       no
Page size:       612 x 792 pts (letter)
Page rot:        0
File size:       178778 bytes
Optimized:       n

    … 245 more characters of output in the raw trajectory.

  31. 31exec1

    Tool execution only — no assistant text

    execconst r = await tools.view_image({path:"/tmp/tmp.ogBDema4x3/page-1.png",detail:"original"}); image(r.image_url);6k chars

    Arguments

    const r = await tools.view_image({path:"/tmp/tmp.ogBDema4x3/page-1.png",detail:"original"});
image(r.image_url);

    Output

    Script completed
Wall time 0.0 seconds
Output:

    … 4,696 more characters of output in the raw trajectory.

  32. 32The first visual render caught a document-generation defect: the memo’s layout rendered, but its text runs were empty. I…

    The first visual render caught a document-generation defect: the memo’s layout rendered, but its text runs were empty. I’m correcting that now and will revalidate and re-render every page before delivery.

  33. 33exec1

    Tool execution only — no assistant text

    execconst p = await tools.apply_patch("*** Begin Patch\n*** Update File: /workspace/build_material_memo.js\n@@\n function tr(text, options = {}) {\n- return new TextRun({ font: \"Arial\", size: options.size || 20, bold: !!options.bold,\n+ return new TextRun({ text, font: \"Arial\", size: options.size || 20, bold: !!options.bold,\n*** End Patch"); text(String(p));

    Arguments

    const p = await tools.apply_patch("*** Begin Patch\n*** Update File: /workspace/build_material_memo.js\n@@\n function tr(text, options = {}) {\n-  return new TextRun({ font: \"Arial\", size: options.size || 20, bold: !!options.bold,\n+  return new TextRun({ text, font: \"Arial\", size: options.size || 20, bold: !!options.bold,\n*** End Patch");
text(String(p));

    Output

    Script completed
Wall time 0.0 seconds
Output:

[object Object]
  34. 34Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"NODE_PATH=/tmp/material-review-docx/node_modules node /workspace/build_material_memo.js\npython /root/.agents/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx\nrender_dir=$(mktemp -d)\npython /root/.agents/skills/docx/scripts/office/soffice.py --headless --convert-to pdf --outdir \"$render_dir\" /workspace/output/material_sourcing_recommendation_memo.docx\npdfinfo \"$render_dir/material_sourcing_recommendation_memo.pdf\" | rg 'Pages|Page size|File size'\npdftoppm -png -r 100 \"

    … 297 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 5.7 seconds
Output:

/workspace/output/material_sourcing_recommendation_memo.docx

Paragraphs: 0 → 584 (+584)
All validations PASSED!
Warning: failed to launch javaldx - java may not function correctly
convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /tmp/tmp.RJ6yZa39Mk/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export
Pages:           9
Page size:       612 x 792 pts (letter)
File size:       297000 bytes
/tmp/tmp.RJ6yZa39Mk/page-1.png 127745
/tmp/tmp.RJ6yZa39Mk/page-2.png 295116
/tmp/tmp.RJ6yZa39Mk/page-3.png 15590
/tmp/tmp.RJ6yZa39Mk/page-4.png 253237
/tmp/tmp.RJ6yZa39Mk/page-5.png 28213
/tmp/tmp.RJ6yZa39Mk/page-6.png 178837
/tmp/tmp.RJ6yZa39Mk/page-7.png 244351
/tmp/tmp.RJ6yZa39Mk/page-8.png 172612
/tmp/tmp.RJ6yZa39Mk/page-9.png 159363
  35. 35exec1

    Tool execution only — no assistant text

    execconst paths = Array.from({length:9},(_,i)=>`/tmp/tmp.RJ6yZa39Mk/page-${i+1}.png`); const rs = await Promise.all(paths.map(path=>tools.view_image({path,detail:"high"}))); rs.forEach((r,i)=>{ text(`Page ${i+1}`); image(r.image_url); });2.0M chars

    Arguments

    const paths = Array.from({length:9},(_,i)=>`/tmp/tmp.RJ6yZa39Mk/page-${i+1}.png`);
const rs = await Promise.all(paths.map(path=>tools.view_image({path,detail:"high"})));
rs.forEach((r,i)=>{ text(`Page ${i+1}`); image(r.image_url); });

    Output

    Script completed
Wall time 0.1 seconds
Output:

Page 1

    … 1,966,970 more characters of output in the raw trajectory.

  36. 36Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"rg -n \"PageBreak|heading\\(\\\"[3456]|Appendix\" /workspace/build_material_memo.js","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":10000});
text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:

4:  LevelFormat, PageBreak, PageNumber, Paragraph, Packer, ShadingType,
200:  para([new PageBreak()])
222:  para([new PageBreak()])
226:  heading("3. Supplier quote actions", 1),
245:  para([new PageBreak()])
249:  heading("4. Compliance exclusions and rejected alternatives", 1),
273:  para([new PageBreak()])
277:  heading("5. Required escalations and control actions", 1),
287:  heading("6. Basis and limitations", 1),
302:  para([new PageBreak()])
305:children.push(heading("Appendix A — Requirement-level allocation plan", 1));
  37. 37exec1

    Tool execution only — no assistant text

    execconst p = await tools.apply_patch("*** Begin Patch\n*** Update File: /workspace/build_material_memo.js\n@@\n- bullet(\"7075-T6511 extrusion: Tundra receives 455.00 lb first. The two eligible lots then leave Calder 1.75 lb short; that residual cannot be rounded away and causes a 250 lb MOQ purchase.\"),\n- para([new PageBreak()])\n+ bullet(\"7075-T6511 extrusion: Tundra receives 455.00 lb first. The two eligible lots then leave Calder 1.75 lb short; that residual cannot be rounded away and causes a 250 lb MOQ purchase.\")\n );\n \n children.push(\n- heading(\"3

    Arguments

    const p = await tools.apply_patch("*** Begin Patch\n*** Update File: /workspace/build_material_memo.js\n@@\n-  bullet(\"7075-T6511 extrusion: Tundra receives 455.00 lb first. The two eligible lots then leave Calder 1.75 lb short; that residual cannot be rounded away and causes a 250 lb MOQ purchase.\"),\n-  para([new PageBreak()])\n+  bullet(\"7075-T6511 extrusion: Tundra receives 455.00 lb first. The two eligible lots then leave Calder 1.75 lb short; that residual cannot be rounded away and causes a 250 lb MOQ purchase.\")\n );\n \n children.push(\n-  heading(\"3

    … 1,584 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.0 seconds
Output:

[object Object]
  38. 38Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"NODE_PATH=/tmp/material-review-docx/node_modules node /workspace/build_material_memo.js\npython /root/.agents/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx\nrender_dir=$(mktemp -d)\npython /root/.agents/skills/docx/scripts/office/soffice.py --headless --convert-to pdf --outdir \"$render_dir\" /workspace/output/material_sourcing_recommendation_memo.docx\npdfinfo \"$render_dir/material_sourcing_recommendation_memo.pdf\" | rg 'Pages|Page size|File size'\npdftoppm -png -r 90 \"$

    … 296 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 5.2 seconds
Output:

/workspace/output/material_sourcing_recommendation_memo.docx

Paragraphs: 0 → 580 (+580)
All validations PASSED!
Warning: failed to launch javaldx - java may not function correctly
convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /tmp/tmp.MYatQIyvoX/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export
Pages:           8
Page size:       612 x 792 pts (letter)
File size:       296078 bytes
/tmp/tmp.MYatQIyvoX/page-1.png 107231
/tmp/tmp.MYatQIyvoX/page-2.png 243945
/tmp/tmp.MYatQIyvoX/page-3.png 206147
/tmp/tmp.MYatQIyvoX/page-4.png 23792
/tmp/tmp.MYatQIyvoX/page-5.png 150914
/tmp/tmp.MYatQIyvoX/page-6.png 204299
/tmp/tmp.MYatQIyvoX/page-7.png 150487
/tmp/tmp.MYatQIyvoX/page-8.png 138325
  39. 39exec1

    Tool execution only — no assistant text

    execconst paths = [3,4,5,6,7,8].map(i=>`/tmp/tmp.MYatQIyvoX/page-${i}.png`); const rs = await Promise.all(paths.map(path=>tools.view_image({path,detail:"high"}))); rs.forEach((r,i)=>{ text(`Page ${i+3}`); image(r.image_url); });1.2M chars

    Arguments

    const paths = [3,4,5,6,7,8].map(i=>`/tmp/tmp.MYatQIyvoX/page-${i}.png`);
const rs = await Promise.all(paths.map(path=>tools.view_image({path,detail:"high"})));
rs.forEach((r,i)=>{ text(`Page ${i+3}`); image(r.image_url); });

    Output

    Script completed
Wall time 0.0 seconds
Output:

Page 3

    … 1,165,126 more characters of output in the raw trajectory.

  40. 40exec1

    Tool execution only — no assistant text

    execconst p = await tools.apply_patch("*** Begin Patch\n*** Update File: /workspace/build_material_memo.js\n@@\n makeTable([\"Requirement\", \"Applied purchase\", \"MOQ order\", \"Surplus\", \"Reason\"], [\n [\"REQ-H7D5\", \"160.00\", \"250.00\", \"90.00\", \"4340 bar residual after Raven priority allocation\"],\n [\"REQ-S6P3\", \"69.50\", \"250.00\", \"180.50\", \"Tentative 7075-T651 plate residual\"],\n- [\"REQ-E9C1\", \"1.75\", \"250.00\", \"248.25\", \"Yield-adjusted 7075 extrusion short

    Arguments

    const p = await tools.apply_patch("*** Begin Patch\n*** Update File: /workspace/build_material_memo.js\n@@\n   makeTable([\"Requirement\", \"Applied purchase\", \"MOQ order\", \"Surplus\", \"Reason\"], [\n     [\"REQ-H7D5\", \"160.00\", \"250.00\", \"90.00\", \"4340 bar residual after Raven priority allocation\"],\n     [\"REQ-S6P3\", \"69.50\", \"250.00\", \"180.50\", \"Tentative 7075-T651 plate residual\"],\n-    [\"REQ-E9C1\", \"1.75\", \"250.00\", \"248.25\", \"Yield-adjusted 7075 extrusion short

    … 1,061 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.0 seconds
Output:

[object Object]
  41. 41Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"NODE_PATH=/tmp/material-review-docx/node_modules node /workspace/build_material_memo.js\npython /root/.agents/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx\nrender_dir=$(mktemp -d)\npython /root/.agents/skills/docx/scripts/office/soffice.py --headless --convert-to pdf --outdir \"$render_dir\" /workspace/output/material_sourcing_recommendation_memo.docx\npdfinfo \"$render_dir/material_sourcing_recommendation_memo.pdf\" | rg 'Pages|Page size|File size'\npdftoppm -png -f 3 -l 4 -

    … 308 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 4.1 seconds
Output:

/workspace/output/material_sourcing_recommendation_memo.docx

Paragraphs: 0 → 576 (+576)
All validations PASSED!
Warning: failed to launch javaldx - java may not function correctly
convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /tmp/tmp.JDqca0vpCV/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export
Pages:           8
Page size:       612 x 792 pts (letter)
File size:       294173 bytes
/tmp/tmp.JDqca0vpCV/check-3.png 206147
/tmp/tmp.JDqca0vpCV/check-4.png 21798
  42. 42exec1

    Tool execution only — no assistant text

    execconst r = await tools.view_image({path:"/tmp/tmp.JDqca0vpCV/check-4.png",detail:"original"}); image(r.image_url);29k chars

    Arguments

    const r = await tools.view_image({path:"/tmp/tmp.JDqca0vpCV/check-4.png",detail:"original"});
image(r.image_url);

    Output

    Script completed
Wall time 0.0 seconds
Output:

    … 28,232 more characters of output in the raw trajectory.

  43. 43exec1

    Tool execution only — no assistant text

    execconst p = await tools.apply_patch("*** Begin Patch\n*** Update File: /workspace/build_material_memo.js\n@@\n- ], [1400, 1300, 1200, 1100, 4360], { size: 14, boldCols: [0], alignments: [AlignmentType.LEFT, AlignmentType.RIGHT, AlignmentType.RIGHT, AlignmentType.RIGHT, AlignmentType.LEFT], rowFill: () => C.yellow }),\n- para([tr(\"Total: \", { bold: true, size: 16, color: C.navy }), tr(\"231.25 lb applied through 750.00 lb of MOQ orders, creating 518.75 lb of surplus. No yield uplift, rounding, or MOQ exception is assumed.\", { size: 16 })], { spacing: { before: 45, afte

    Arguments

    const p = await tools.apply_patch("*** Begin Patch\n*** Update File: /workspace/build_material_memo.js\n@@\n-  ], [1400, 1300, 1200, 1100, 4360], { size: 14, boldCols: [0], alignments: [AlignmentType.LEFT, AlignmentType.RIGHT, AlignmentType.RIGHT, AlignmentType.RIGHT, AlignmentType.LEFT], rowFill: () => C.yellow }),\n-  para([tr(\"Total: \", { bold: true, size: 16, color: C.navy }), tr(\"231.25 lb applied through 750.00 lb of MOQ orders, creating 518.75 lb of surplus. No yield uplift, rounding, or MOQ exception is assumed.\", { size: 16 })], { spacing: { before: 45, afte

    … 279 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.0 seconds
Output:

[object Object]
  44. 44Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"NODE_PATH=/tmp/material-review-docx/node_modules node /workspace/build_material_memo.js\npython /root/.agents/skills/docx/scripts/office/validate.py /workspace/output/material_sourcing_recommendation_memo.docx\nrender_dir=$(mktemp -d)\npython /root/.agents/skills/docx/scripts/office/soffice.py --headless --convert-to pdf --outdir \"$render_dir\" /workspace/output/material_sourcing_recommendation_memo.docx\npdfinfo \"$render_dir/material_sourcing_recommendation_memo.pdf\" | rg 'Pages|Page size|File size'\npdftoppm -png -r 80 \"$

    … 296 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 4.9 seconds
Output:

/workspace/output/material_sourcing_recommendation_memo.docx

Paragraphs: 0 → 575 (+575)
All validations PASSED!
Warning: failed to launch javaldx - java may not function correctly
convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /tmp/tmp.0R4CUEu4gX/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export
Pages:           7
Page size:       612 x 792 pts (letter)
File size:       292908 bytes
/tmp/tmp.0R4CUEu4gX/page-1.png 93098
/tmp/tmp.0R4CUEu4gX/page-2.png 195986
/tmp/tmp.0R4CUEu4gX/page-3.png 171073
/tmp/tmp.0R4CUEu4gX/page-4.png 130799
/tmp/tmp.0R4CUEu4gX/page-5.png 179598
/tmp/tmp.0R4CUEu4gX/page-6.png 129377
/tmp/tmp.0R4CUEu4gX/page-7.png 118541
  45. 45exec1

    Tool execution only — no assistant text

    execconst paths = [3,4,5,6,7].map(i=>`/tmp/tmp.0R4CUEu4gX/page-${i}.png`); const rs = await Promise.all(paths.map(path=>tools.view_image({path,detail:"high"}))); rs.forEach((r,i)=>{ text(`Page ${i+3}`); image(r.image_url); });973k chars

    Arguments

    const paths = [3,4,5,6,7].map(i=>`/tmp/tmp.0R4CUEu4gX/page-${i}.png`);
const rs = await Promise.all(paths.map(path=>tools.view_image({path,detail:"high"})));
rs.forEach((r,i)=>{ text(`Page ${i+3}`); image(r.image_url); });

    Output

    Script completed
Wall time 0.1 seconds
Output:

Page 3

    … 972,230 more characters of output in the raw trajectory.

  46. 46Both deliverables now reconcile to the same plan. The memo has been visually reviewed page by page after conversion, and…

    Both deliverables now reconcile to the same plan. The memo has been visually reviewed page by page after conversion, and the workbook’s allocation, purchase, and compliance checks all pass with zero residual shortage under the stated actions. I’m doing the final file-integrity and output-folder check now.

  47. 47Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"set -e\nunzip -t /workspace/output/material_sourcing_recommendation_memo.docx >/tmp/material_memo_zipcheck.txt\nunzip -t /workspace/output/material_sourcing_analysis_workbook.xlsx >/tmp/material_workbook_zipcheck.txt\npython - <<'PY'\nfrom openpyxl import load_workbook\np='/workspace/output/material_sourcing_analysis_workbook.xlsx'\nwbv=load_workbook(p,data_only=True,read_only=True)\nreq=wbv['Requirement Coverage']\nresidual=sum((req.cell(r,14).value or 0) for r in range(5,31))\npp=wbv['Purchase Plan']\nchecks=[pp.cell(r,21).value f

    … 538 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.1 seconds
Output:

/bin/bash: line 2: unzip: command not found
  48. 48Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"set -e\npython -m zipfile -t /workspace/output/material_sourcing_recommendation_memo.docx\npython -m zipfile -t /workspace/output/material_sourcing_analysis_workbook.xlsx\npython - <<'PY'\nfrom openpyxl import load_workbook\np='/workspace/output/material_sourcing_analysis_workbook.xlsx'\nwbv=load_workbook(p,data_only=True,read_only=True)\nreq=wbv['Requirement Coverage']\nresidual=sum((req.cell(r,14).value or 0) for r in range(5,31))\npp=wbv['Purchase Plan']\nchecks=[pp.cell(r,21).value for r in range(5,17)]\nprint({'sheets':len(wbv

    … 396 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 1.1 seconds
Output:

Done testing
Done testing
{'sheets': 16, 'residual_shortage_lb': 0, 'purchase_plan_checks': ['PASS'], 'requirement_rows': 26, 'selected_quotes': 12}
/bin/bash: line 14: file: command not found
  49. 49Shell1

    Tool execution only — no assistant text

    Shellvia exec

    Arguments

    const r = await tools.exec_command({cmd:"ls -lh /workspace/output && stat -c '%n | %s bytes | modified %y' /workspace/output/material_sourcing_recommendation_memo.docx /workspace/output/material_sourcing_analysis_workbook.xlsx","workdir":"/workspace","yield_time_ms":10000,"max_output_tokens":10000});
text(r.output);

    Output

    Script completed
Wall time 0.1 seconds
Output:

total 160K
-rw-r--r-- 1 root root 132K Aug 20 17:50 material_sourcing_analysis_workbook.xlsx
-rw-r--r-- 1 root root  28K Aug 20 17:54 material_sourcing_recommendation_memo.docx
/workspace/output/material_sourcing_recommendation_memo.docx | 28058 bytes | modified 2026-08-20 17:54:45.783109565 +0000
/workspace/output/material_sourcing_analysis_workbook.xlsx | 134318 bytes | modified 2026-08-20 17:50:11.539974863 +0000
  50. 50exec1

    Tool execution only — no assistant text

    execconst r = await tools.update_plan({explanation:"Completed the packet reconciliation, built both deliverables, recalculated and audited the workbook, and validated plus visually reviewed the memo.","plan":[ {step:"Inspect the attached packet and read the document/spreadsheet skill instructions",status:"completed"}, {step:"Analyze demand, inventory/certifications, approved sources, quotes, substitution policy, and program priorities",status:"completed"}, {step:"Build and validate the sourcing analysis workbook",status:"completed"}, {step:"Draft and validate

    Arguments

    const r = await tools.update_plan({explanation:"Completed the packet reconciliation, built both deliverables, recalculated and audited the workbook, and validated plus visually reviewed the memo.","plan":[
  {step:"Inspect the attached packet and read the document/spreadsheet skill instructions",status:"completed"},
  {step:"Analyze demand, inventory/certifications, approved sources, quotes, substitution policy, and program priorities",status:"completed"},
  {step:"Build and validate the sourcing analysis workbook",status:"completed"},
  {step:"Draft and validate

    … 171 more characters of arguments in the raw trajectory.

    Output

    Script completed
Wall time 0.0 seconds
Output:

[object Object]
  51. 51Completed both deliverables: - [Recommendation memo](/workspace/output/material_sourcing_recommendation_memo.docx) - [An…

    Completed both deliverables:

    • Recommendation memo
    • Analysis workbook

    Key result: 11 requirements are inventory-covered; 15 require purchases. The full plan uses 12 quotes totaling $32,288.42 and is coverable with zero residual shortage, subject to documented quote and tentative-demand decisions. Workbook validation found zero formula errors.

1 failure mode across 1 verifier failures

  1. 1Decision 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.