task_111Manufacturing

78 of 108 turns are kept here; the rest were cut to fit the trajectory's byte budget, and each cut is marked where it fell.

1. 1userYou 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.

2. 2I'll start by examining the source materials in the workspace.21k

   I'll start by examining the source materials in the workspace.

3. 3Bash1

   Tool execution only — no assistant text

   Bashfind /workspace -type f -not -path "*/node_modules/*" -not -path "*/.git/*" | head -100; echo "---"; ls -la /workspace (+description)1k chars

   Arguments

   List workspace files

   find /workspace -type f -not -path "*/node_modules/*" -not -path "*/.git/*" | head -100; echo "---"; ls -la /workspace

   Output

   /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
   ---
   total 16
   drwxr-xr-x 1 root root 4096 Aug 20 16:56 .
   drwxr-xr-x 1 root root 4096 Aug 20 18:35 ..
   drwxr-xr-x 1 root root 4096 Aug 20 16:56 data
   drwxr-xr-x 1 root root 4096 Aug 20 16:56 output
   
   [stdout]
   /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
   ---
   total 16
   drwxr-xr-x 1 root root 4096 Aug 20 16:56 .
   drwxr-xr-x 1 root root 4096 Aug 20 18:35 ..
   drwxr-xr-x 1 root root 4096 Aug 20 16:56 data
   drwxr-xr-x 1 root root 409

   … 60 more characters of output in the raw trajectory.

4. 5Bash21k1

   Tool execution only — no assistant text

   Bashcd /workspace/data && python3 -c " import openpyxl, sys for f in ['approved_material_source_list.xlsx','inventory_lot_cert_snapshot.xlsx','material_demand_forecast.xlsx','supplier_quote_leadtime_matrix.xlsx']: wb = openpyxl.load_workbook(f, data_only=True) print('='*100) print('FILE:', f) for ws in wb.worksheets: print(' SHEET:', ws.title, ws.dimensions, ws.max_row, ws.max_column) " (+description)2k chars

   Arguments

   Inspect xlsx structure

   cd /workspace/data && python3 -c "
   import openpyxl, sys
   for f in ['approved_material_source_list.xlsx','inventory_lot_cert_snapshot.xlsx','material_demand_forecast.xlsx','supplier_quote_leadtime_matrix.xlsx']:
       wb = openpyxl.load_workbook(f, data_only=True)
       print('='*100)
       print('FILE:', f)
       for ws in wb.worksheets:
           print('  SHEET:', ws.title, ws.dimensions, ws.max_row, ws.max_column)
   "

   Output

   ====================================================================================================
   FILE: approved_material_source_list.xlsx
     SHEET: Source List A1:I13 13 9
     SHEET: README A1:A14 14 1
   ====================================================================================================
   FILE: inventory_lot_cert_snapshot.xlsx
     SHEET: Lot Snapshot A1:Q25 25 17
     SHEET: README A1:A18 18 1
   ====================================================================================================
   FILE: material_demand_forecast.xlsx
     SHEET: Demand Forecast A1:L27 27 12
     SHEET: README A1:A15 15 1
   ====================================================================================================
   FILE: supplier_quote_leadtime_matrix.xlsx
     SHEET: Quote Matrix A1:Q33 33 17
     SHEET: README A1:A17 17 1
   
   [stdout]
   ====================================================================================================
   FILE: approved_material_source_list.xlsx
     SHEET: Source List A1:I13 13 9
   

   … 678 more characters of output in the raw trajectory.

5. 6Bash22k1

   Tool execution only — no assistant text

   Bashpython3 -c " import openpyxl wb = openpyxl.load_workbook('material_demand_forecast.xlsx', data_only=True) for ws in wb.worksheets: print('='*110) print('SHEET:', ws.title) for row in ws.iter_rows(values_only=True): cells = ['' if c is None else str(c) for c in row] print(' | '.join(cells)) " (+description)12k chars

   Arguments

   Dump demand forecast

   python3 -c "
   import openpyxl
   wb = openpyxl.load_workbook('material_demand_forecast.xlsx', data_only=True)
   for ws in wb.worksheets:
       print('='*110)
       print('SHEET:', ws.title)
       for row in ws.iter_rows(values_only=True):
           cells = ['' if c is None else str(c) for c in row]
           print(' | '.join(cells))
   "

   Output

   ==============================================================================================================
   SHEET: Demand Forecast
   Requirement ID | Program ID | Program Name | Alloy | Material Spec | Temper / Condition | Product Form | Net Required Usable Qty (lb) | UOM | Need-By Date | MRP Firmed | Planner Note
   REQ-H4A2 | PRG-RAVEN | Raven Cargo Door Actuation Hinge | 7075 | AMS-QQ-A-250/12 | T7351 | Plate | 842 | lb | 2026-08-10 | Y | Hinge arm machined-stock plate
   REQ-K9P1 | PRG-RAVEN | Raven Cargo Door Actuation Hinge | 4340 | AMS 6415 | Annealed | Bar | 615 | lb | 2026-08-05 | Y | Pivot pin bar, HT in house
   REQ-C9T1 | PRG-RAVEN | Raven Cargo Door Actuation Hinge | 300M | AMS 6419 | Annealed | Bar | 176 | lb | 2026-08-03 | Y | High-strength actuation pin bar
   REQ-X5M3 | PRG-RAVEN | Raven Cargo Door Actuation Hinge | 15-5PH | AMS 5862 | Cond A | Plate | 394 | lb | 2026-08-12 | Y | Actuation backing plate
   REQ-T2C7 | PRG-SABLE | Sable Emergency Egress Hinge Arm | 15-5PH | AMS 5862 |

   … 11,198 more characters of output in the raw trajectory.

6. 8Bash26k1

   Tool execution only — no assistant text

   Bashpython3 -c " import openpyxl wb = openpyxl.load_workbook('inventory_lot_cert_snapshot.xlsx', data_only=True) for ws in wb.worksheets: print('='*110) print('SHEET:', ws.title) for i,row in enumerate(ws.iter_rows(values_only=True)): cells = ['' if c is None else str(c) for c in row] print(i, ' | '.join(cells)) " (+description)13k chars

   Arguments

   Dump inventory snapshot

   python3 -c "
   import openpyxl
   wb = openpyxl.load_workbook('inventory_lot_cert_snapshot.xlsx', data_only=True)
   for ws in wb.worksheets:
       print('='*110)
       print('SHEET:', ws.title)
       for i,row in enumerate(ws.iter_rows(values_only=True)):
           cells = ['' if c is None else str(c) for c in row]
           print(i, ' | '.join(cells))
   "

   Output

   ==============================================================================================================
   SHEET: Lot Snapshot
   0 Lot ID | Heat / Cast No. | Alloy | Material Spec | Temper / Condition | Product Form | Source ID | On Hand Qty (lb) | Allocated Qty (lb) | Hold Status | Cert Type | Traceability Status | Received Date | Cert Expiry | Yield Factor | Storage Location | Note
   1 LOT-C7A340 | HEAT-9F1B66 | 15-5PH | AMS 5659 | H1025 | Bar | SRC-7A6D52 | 360 | 60 | None | 3.1 | Full | 2026-03-27 | - | 0.84 | Bar Cage B3 | Hangzhou melt (CN)
   2 LOT-3E8C71 | HEAT-7A2F94 | 4340 | AMS 6415 | Annealed | Bar | SRC-58E1B3 | 520 | 0 | None | 3.1 | Full | 2026-05-06 | - | 0.8 | Bar Cage B4 | Bar lengths
   3 LOT-8D4B19 | HEAT-1C9E37 | 7075 | AMS-QQ-A-200/11 | T6511 | Extrusion | SRC-9F2A41 | 600 | 95 | None | 3.1 | Full | 2026-04-15 | - | 0.77 | Extrusion Bay E2 | Door stop profile
   4 LOT-2C9E14 | HEAT-4A1F60 | 7075 | AMS-QQ-A-250/12 | T651 | Plate | SRC-9F2A41 | 690 | 0 | None | 3.1 | Full | 

   … 11,876 more characters of output in the raw trajectory.

7. 9Bash30k1

   Tool execution only — no assistant text

   Bashpython3 -c " import openpyxl wb = openpyxl.load_workbook('approved_material_source_list.xlsx', data_only=True) for ws in wb.worksheets: print('='*110) print('SHEET:', ws.title) for i,row in enumerate(ws.iter_rows(values_only=True)): cells = ['' if c is None else str(c) for c in row] print(i, ' | '.join(cells)) " (+description)8k chars

   Arguments

   Dump approved source list

   python3 -c "
   import openpyxl
   wb = openpyxl.load_workbook('approved_material_source_list.xlsx', data_only=True)
   for ws in wb.worksheets:
       print('='*110)
       print('SHEET:', ws.title)
       for i,row in enumerate(ws.iter_rows(values_only=True)):
           cells = ['' if c is None else str(c) for c in row]
           print(i, ' | '.join(cells))
   "

   Output

   ==============================================================================================================
   SHEET: Source List
   0 Source ID | Source Name | Source Type | Approved Spec Families | Melt Country | Origin Qualifying Status | Approval Status | Approval Expiry | Note
   1 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
   2 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)
   3 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
   4 SRC-7A6D52 | Hangzhou Precision Alloys Co | Mill | AMS-QQ-A-250, AMS 5659 | China | Non-qualifying | Approved | 2027-01-31 | Approved source; non-qualifying origin
   5 SRC-C2F9A7 | Yellow Riv

   … 6,610 more characters of output in the raw trajectory.

8. 11Bash32k1

   Tool execution only — no assistant text

   Bashpython3 -c " import openpyxl wb = openpyxl.load_workbook('supplier_quote_leadtime_matrix.xlsx', data_only=True) for ws in wb.worksheets: print('='*110) print('SHEET:', ws.title) for i,row in enumerate(ws.iter_rows(values_only=True)): cells = ['' if c is None else str(c) for c in row] print(i, ' | '.join(cells)) " (+description)15k chars

   Arguments

   Dump quote matrix

   python3 -c "
   import openpyxl
   wb = openpyxl.load_workbook('supplier_quote_leadtime_matrix.xlsx', data_only=True)
   for ws in wb.worksheets:
       print('='*110)
       print('SHEET:', ws.title)
       for i,row in enumerate(ws.iter_rows(values_only=True)):
           cells = ['' if c is None else str(c) for c in row]
           print(i, ' | '.join(cells))
   "

   Output

   ==============================================================================================================
   SHEET: Quote Matrix
   0 Quote ID | RFQ ID | Source ID | Alloy | Material Spec | Temper / Condition | Product Form | Quoted Qty (lb) | Unit Price ($/lb) | Extended Cost ($) | Lead Time (days) | Quoted Receipt Date | Cert Offered | Melt Country | Min Order (lb) | Quote Expiry | Note
   1 QTE-8B3F19 | RFQ-1C9E44 | SRC-58E1B3 | 300M | AMS 6419 | Annealed | Bar | 250 | 14.2 | 3550 | 27 | 2026-07-26 | 3.1 | USA | 150 | 2026-07-14 | Brunderman
   2 QTE-7C3A95 | RFQ-4B9D52 | SRC-D14E8B | 2024 | AMS-QQ-A-250/4 | T351 | Plate | 400 | 6.4 | 2560 | 18 | 2026-09-22 | 3.1 | USA | 200 | 2026-09-05 | Tri-State
   3 QTE-3A9F18 | RFQ-2B7E55 | SRC-3B7C19 | 15-5PH | AMS 5862 | Cond A | Plate | 900 | 11.75 | 10575 | 33 | 2026-08-06 | 3.1 | France | 400 | 2026-07-20 | Ardenne; qualifying
   4 QTE-F1C8A6 | RFQ-6C2A91 | SRC-7B2F60 | 7075 | AMS-QQ-A-250/12 | T7351 | Plate | 450 | 9.95 | 4477.5 | 34 | 2026-08-14 | 3

   … 13,680 more characters of output in the raw trajectory.

9. 13Bash37k1

   Tool execution only — no assistant text

   Bashpython3 -c " from docx import Document d = Document('program_priority_build_schedule.docx') from docx.table import Table from docx.text.paragraph import Paragraph body = d.element.body def iterblocks(parent): for child in parent.iterchildren(): if child.tag.endswith('}p'): yield Paragraph(child, d) elif child.tag.endswith('}tbl'): yield Table(child, d) for b in iterblocks(body): if isinstance(b, Paragraph): if b.text.strip(): print(f'[{b.style.name}] {b.text}') else: print('--- TABLE ---') for r in b.rows:

   Arguments

   python3 -c "
   from docx import Document
   d = Document('program_priority_build_schedule.docx')
   from docx.table import Table
   from docx.text.paragraph import Paragraph
   body = d.element.body
   def iterblocks(parent):
       for child in parent.iterchildren():
           if child.tag.endswith('}p'): yield Paragraph(child, d)
           elif child.tag.endswith('}tbl'): yield Table(child, d)
   for b in iterblocks(body):
       if isinstance(b, Paragraph):
           if b.text.strip(): print(f'[{b.style.name}] {b.text}')
       else:
           print('--- TABLE ---')
           for r in b.rows:
   

   … 140 more characters of arguments in the raw trajectory.

   Output

   Exit code 1
   Traceback (most recent call last):
     File "<string>", line 13, in <module>
   AttributeError: 'NoneType' object has no attribute 'name'
   [Heading 1] Program Priority & Build Schedule
   
   [error] tool reported failure

10. 14Bash38k1

    Tool execution only — no assistant text

    Bashpython3 -c " from docx import Document d = Document('program_priority_build_schedule.docx') from docx.table import Table from docx.text.paragraph import Paragraph body = d.element.body def iterblocks(parent): for child in parent.iterchildren(): if child.tag.endswith('}p'): yield Paragraph(child, d) elif child.tag.endswith('}tbl'): yield Table(child, d) for b in iterblocks(body): if isinstance(b, Paragraph): st = b.style.name if b.style is not None else 'None' if b.text.strip(): print(f'[{st}] {b.text}') else: print8k chars

    Arguments

    python3 -c "
    from docx import Document
    d = Document('program_priority_build_schedule.docx')
    from docx.table import Table
    from docx.text.paragraph import Paragraph
    body = d.element.body
    def iterblocks(parent):
        for child in parent.iterchildren():
            if child.tag.endswith('}p'): yield Paragraph(child, d)
            elif child.tag.endswith('}tbl'): yield Table(child, d)
    for b in iterblocks(body):
        if isinstance(b, Paragraph):
            st = b.style.name if b.style is not None else 'None'
            if b.text.strip(): print(f'[{st}] {b.text}')
        else:
            print

    … 192 more characters of arguments in the raw trajectory.

    Output

    [Heading 1] Program Priority & Build Schedule
    [None] 2026 Q3 Door/Hinge Mechanism Build Wave — Production Control Release PC-2026-0618
    [None] Issued by: Production Control & Program Management Office (PMO).  Distribution: Sourcing, Materials Planning, Quality, MRB.  Status as of 2026-06-19.
    [None] 1. Purpose
    [None] 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.
    [None] 2. Program Priority Ranking and Build Commitments
    --- TABLE ---
    Program ID | Program / Assembly | Customer | Priority Rank | Build Start | Restriction
    PRG-RAVEN | Raven Cargo Door Actua

    … 7,116 more characters of output in the raw trajectory.

11. 16Bash40k1

    Tool execution only — no assistant text

    Bashpython3 -c " import pdfplumber with pdfplumber.open('engineering_material_substitution_policy.pdf') as pdf: print('PAGES:', len(pdf.pages)) for i,p in enumerate(pdf.pages): print('='*100) print('PAGE', i+1) print(p.extract_text()) for t in (p.extract_tables() or []): print('--TABLE--') for r in t: print(' | '.join('' if c is None else str(c).replace(chr(10),' ') for c in r)) " 2>/dev/null || pip list 2>/dev/null | grep -i pdf (+description)18k chars

    Arguments

    Extract substitution policy PDF

    python3 -c "
    import pdfplumber
    with pdfplumber.open('engineering_material_substitution_policy.pdf') as pdf:
        print('PAGES:', len(pdf.pages))
        for i,p in enumerate(pdf.pages):
            print('='*100)
            print('PAGE', i+1)
            print(p.extract_text())
            for t in (p.extract_tables() or []):
                print('--TABLE--')
                for r in t: print(' | '.join('' if c is None else str(c).replace(chr(10),' ') for c in r))
    " 2>/dev/null || pip list 2>/dev/null | grep -i pdf

    Output

    PAGES: 2
    ====================================================================================================
    PAGE 1
    ENGINEERING MATERIAL SUBSTITUTION POLICY ENG-MSP-Rev H | Controlled Copy
    Engineering Material Substitution Policy
    Document ENG-MSP, Revision H (cid:127) Effective 2026-05-15 (cid:127) Supersedes Rev G (2025-09-02)
    Approval authority: M. Caldera, Chief Engineer (Materials & Process); co-signed K. Brennan, Director of Quality. Applicability: all
    certified door and hinge mechanism assemblies sourced under the 2026 build wave.
    1. Purpose and Authority
    This policy defines the only material substitutions that may be applied to released engineering material callouts
    without a separate, document-controlled deviation. A material lot or supplier quote may be treated as covering a
    requirement only when the alloy, specification, temper or condition, and product form either match the callout
    exactly or fall within an allowance enumerated in Section 4. Any condition not expressly perm

    … 16,794 more characters of output in the raw trajectory.

12. 18I have all six source documents. Let me load the output-format skills before building the deliverables.80k

    I have all six source documents. Let me load the output-format skills before building the deliverables.

13. 19user{"type": "text", "text": "Base directory for this skill: /logs/agent/sessions/skills/xlsx\n\n# Requirements for Outputs\…

    {"type": "text", "text": "Base directory for this skill: /logs/agent/sessions/skills/xlsx\n\n# Requirements for Outputs\n\n## All Excel files\n\n### Professional Font\n- Use a consistent, professional font (e.g., Arial, Times New Roman) for all deliverables unless otherwise instructed by the user\n\n### Zero Formula Errors\n- Every Excel model MUST be delivered with ZERO formula errors (#REF!, #DIV/0!, #VALUE!, #N/A, #NAME?)\n\n### Preserve Existing Templates (when updating templates)\n- Study and EXACTLY match existing format, style, and conventions when modifying files\n- Never impose standardized formatting on files with established patterns\n- Existing template conventions ALWAYS override these guidelines\n\n## Financial models\n\n### Color Coding Standards\nUnless otherwise stated by the user or existing template\n\n#### Industry-Standard Color Conventions\n- Blue text (RGB: 0,0,255): Hardcoded inputs, and numbers users will change for scenarios\n- Black text (RGB: 0,0,0): ALL formulas and calculations\n- Green text (RGB: 0,128,0): Links pulling from other worksheets within same workbook\n- Red text (RGB: 255,0,0): External links to other files\n- Yellow background (RGB: 255,255,0): Key assumptions needing attention or cells that need to be updated\n\n### Number Formatting Standards\n\n#### Required Format Rules\n- Years: Format as text strings (e.g., "2024" not "2,024")\n- Currency: Use $#,##0 format; ALWAYS specify units in headers ("Revenue ($mm)")\n- Zeros: Use number formatting to make all zeros "-", including percentages (e.g., "$#,##0;($#,##0);-")\n- Percentages: Default to 0.0% format (one decimal)\n- Multiples: Format as 0.0x for valuation multiples (EV/EBITDA, P/E)\n- Negative numbers: Use parentheses (123) not minus -123\n\n### Formula Construction Rules\n\n#### Assumptions Placement\n- Place ALL assumptions (growth rates, margins, multiples, etc.) in separate assumption cells\n- Use cell referenc

    … 8,847 more characters in the raw trajectory.

14. 20Skill1

    Tool execution only — no assistant text

    Skillxlsx

    Arguments

    xlsx

    Output

    Launching skill: xlsx
    
    [metadata]
    success: true
    commandName: xlsx

15. 21No text or tool call recorded85k
16. 22user{"type": "text", "text": "Base directory for this skill: /logs/agent/sessions/skills/docx\n\n# DOCX creation, editing, a…

    {"type": "text", "text": "Base directory for this skill: /logs/agent/sessions/skills/docx\n\n# DOCX creation, editing, and analysis\n\n## Overview\n\nA .docx file is a ZIP archive containing XML files.\n\n## Quick Reference\n\n| Task | Approach |\n|------|----------|\n| Read/analyze content | pandoc or unpack for raw XML |\n| Create new document | Use docx-js - see Creating New Documents below |\n| Edit existing document | Unpack → edit XML → repack - see Editing Existing Documents below |\n\n### Converting .doc to .docx\n\nLegacy .doc files must be converted before editing:\n\nbash\npython scripts/office/soffice.py --headless --convert-to docx document.doc\n\n\n### Reading Content\n\nbash\n# Text extraction with tracked changes\npandoc --track-changes=all document.docx -o output.md\n\n# Raw XML access\npython scripts/office/unpack.py document.docx unpacked/\n\n\n### Converting to Images\n\nbash\npython scripts/office/soffice.py --headless --convert-to pdf document.docx\npdftoppm -jpeg -r 150 document.pdf page\n\n\n### Accepting Tracked Changes\n\nTo produce a clean document with all tracked changes accepted (requires LibreOffice):\n\nbash\npython scripts/accept_changes.py input.docx output.docx\n\n\n---\n\n## Creating New Documents\n\nGenerate .docx files with JavaScript, then validate. Install: npm install -g docx\n\n### Setup\n```javascript\nconst { Document, Packer, Paragraph, TextRun, Table, TableRow, TableCell, ImageRun,\n Header, Footer, AlignmentType, PageOrientation, LevelFormat, ExternalHyperlink,\n InternalHyperlink, Bookmark, FootnoteReferenceRun, PositionalTab,\n PositionalTabAlignment, PositionalTabRelativeTo, PositionalTabLeader,\n TabStopType, TabStopPosition, Column, SectionType,\n TableOfContents, HeadingLevel, BorderStyle, WidthType, ShadingType,\n VerticalAlign, PageNumber, PageBreak } = require('docx');\n\nconst doc = new Document({ sections: [{ children: [/* content */] }

    … 18,094 more characters in the raw trajectory.

17. 23Skill1

    Tool execution only — no assistant text

    Skilldocx

    Arguments

    docx

    Output

    Launching skill: docx
    
    [metadata]
    success: true
    commandName: docx

18. 25All six documents are read. Now let me build the analysis engine that applies the documented compliance rules.102k

    All six documents are read. Now let me build the analysis engine that applies the documented compliance rules.

19. 26Bash1

    Tool execution only — no assistant text

    Bashmkdir -p /workspace/analysis /workspace/output && echo ok (+description)

    Arguments

    Create working directories

    mkdir -p /workspace/analysis /workspace/output && echo ok

    Output

    ok
    
    [stdout]
    ok
    [metadata]
    noOutputExpected: false

20. 27Write110k1

    Tool execution only — no assistant text

    Write/workspace/analysis/analyze.py (+content)16k chars

    Arguments

    file_path

    /workspace/analysis/analyze.py

    content

    """Material sourcing compliance & allocation engine.
    
    Applies, in order of authority:
      1. ENG-MSP Rev H (engineering material substitution policy)  -- callout match, cert, traceability,
         hold, source approval, origin, yield/usable-quantity, lead-time feasibility
      2. Program Priority & Build Schedule PC-2026-0618 -- contractual origin restrictions, allocation priority
      3. QE-AMSL Rev N -- source approval status, approved spec families, melt country
    No substitution is permitted beyond ENG-MSP Sec.4 (oversize/remnant cut-to

    … 15,590 more characters of arguments in the raw trajectory.

    Output

    File created successfully at: /workspace/analysis/analyze.py (file state is current in your context — no need to Read it back)
    
    [metadata]
    type: create
    filePath: /workspace/analysis/analyze.py
    content: |
      """Material sourcing compliance & allocation engine.
      
      Applies, in order of authority:
        1. ENG-MSP Rev H (engineering material substitution policy)  -- callout match, cert, traceability,
           hold, source approval, origin, yield/usable-quantity, lead-time feasibility
        2. Program Priority & Build Schedule PC-2026-0618 -- contractual origin restrictions, allocation priority
        3. QE-AMSL Rev N -- source approval status, approved spec families, melt country
      No substitution is permitted beyond ENG-MSP Sec.4 (oversize/remnant cut-to-size of identical
      alloy/spec/temper/form). Nothing here invents alloys, waivers, expedites, or capacity.
      """
      import json, math, datetime as dt
      from pathlib import Path
      import openpyxl
      
      D = Path('/workspace/data')
      AS_OF = dt.date(

    … 15,417 more characters of output in the raw trajectory.

21. 28Bash110k1

    Tool execution only — no assistant text

    Bashcd /workspace/analysis && python3 analyze.py (+description)11k chars

    Arguments

    Run sourcing analysis engine

    cd /workspace/analysis && python3 analyze.py

    Output

    AS-OF 2026-06-20   total demand 8,960 lb over 26 requirements
    on-hand 15,805 lb over 24 lots
    lots failing ENG-MSP S2/S3 screen: 7 = 5,110 lb
    
    -- REQUIREMENT COVERAGE --
    REQ-C9T1 PRG-RAVEN       300M AMS 6419         Annealed  Bar        req   176.0 inv     0.0 buy   176.0 gap    0.0  BUY       QTE-8B3F19
    REQ-K9P1 PRG-RAVEN       4340 AMS 6415         Annealed  Bar        req   615.0 inv   615.0 buy     0.0 gap    0.0  INVENTORY 
    REQ-H4A2 PRG-RAVEN       7075 AMS-QQ-A-250/12  T7351     Plate      req   842.0 inv   516.6 buy   325.4 gap    0.0  INV+BUY   QTE-A3F91C
    REQ-X5M3 PRG-RAVEN     15-5PH AMS 5862         Cond A    Plate      req   394.0 inv   394.0 buy     0.0 gap    0.0  INVENTORY 
    REQ-B6N3 PRG-SABLE       7075 AMS-QQ-A-250/12  T7351     Plate      req   268.0 inv     0.0 buy   268.0 gap    0.0  BUY       QTE-A3F91C
    REQ-T2C7 PRG-SABLE     15-5PH AMS 5862         Cond A    Plate      req   430.0 inv   106.2 buy   323.8 gap    0.0  INV+BUY   QTE-3A9F18
    REQ-F6B8 PRG-SABLE       6061

    … 10,252 more characters of output in the raw trajectory.

22. 30The engine reproduces the analysis cleanly with no unresolved requirements. Now let me compute the derived summaries (po…119k

    The engine reproduces the analysis cleanly with no unresolved requirements. Now let me compute the derived summaries (pools, blocked inventory, compliance premium, escalation value).

23. 31Write1

    Tool execution only — no assistant text

    Write/workspace/analysis/derive.py (+content)11k chars

    Arguments

    file_path

    /workspace/analysis/derive.py

    content

    """Derived roll-ups: material pools, blocked inventory, alternatives considered, escalation value."""
    import json, math, datetime as dt
    from pathlib import Path
    import openpyxl
    
    R = json.loads(Path('/workspace/analysis/results.json').read_text())
    D = Path('/workspace/data')
    
    def rows(fn, sheet):
        ws = openpyxl.load_workbook(D / fn, data_only=True)[sheet]
        it = ws.iter_rows(values_only=True)
        hdr = [str(h).strip() for h in next(it)]
        return [{h: (v.strip() if isinstance(v, str) else v) for h, v in zip(hdr, r)}

    … 9,977 more characters of arguments in the raw trajectory.

    Output

    File created successfully at: /workspace/analysis/derive.py (file state is current in your context — no need to Read it back)
    
    [metadata]
    type: create
    filePath: /workspace/analysis/derive.py
    content: |
      """Derived roll-ups: material pools, blocked inventory, alternatives considered, escalation value."""
      import json, math, datetime as dt
      from pathlib import Path
      import openpyxl
      
      R = json.loads(Path('/workspace/analysis/results.json').read_text())
      D = Path('/workspace/data')
      
      def rows(fn, sheet):
          ws = openpyxl.load_workbook(D / fn, data_only=True)[sheet]
          it = ws.iter_rows(values_only=True)
          hdr = [str(h).strip() for h in next(it)]
          return [{h: (v.strip() if isinstance(v, str) else v) for h, v in zip(hdr, r)}
                  for r in it if r[0] is not None]
      
      lots_raw = {r['Lot ID']: r for r in rows('inventory_lot_cert_snapshot.xlsx', 'Lot Snapshot')}
      srcs = {r['Source ID']: r for r in rows('approved_material_source_list.xlsx', 'Source List')}
      qu

    … 9,803 more characters of output in the raw trajectory.

24. 32Bash119k1

    Tool execution only — no assistant text

    Bashpython3 derive.py (+description)15k chars

    Arguments

    Compute derived roll-ups

    python3 derive.py

    Output

    === MATERIAL POOL / YIELD ANALYSIS ===
    7075|AMS-QQ-A-250/12|T7351|Plate                     dem    1110 | onhand   1960 alloc   410 usable  1252.6 elig-usable  1252.6 | used  516.60 buy    594 gap  -0.6
    4340|AMS 6415|Annealed|Bar                           dem     820 | onhand   1705 alloc   120 usable  1252.8 elig-usable   660.0 | used  660.00 buy    250 gap -90.0
    300M|AMS 6419|Annealed|Bar                           dem     176 | onhand    290 alloc     0 usable   214.6 elig-usable   214.6 | used    0.00 buy    176 gap   0.0
    15-5PH|AMS 5862|Cond A|Plate                         dem    1181 | onhand   3130 alloc     0 usable  2581.0 elig-usable   500.2 | used  500.20 buy    681 gap  -0.2
    6061|AMS 4117|T651|Bar                               dem     392 | onhand    330 alloc    40 usable   237.8 elig-usable   237.8 | used  237.80 buy    155 gap  -0.8
    4340|AMS 6359|Norm|Plate                             dem     676 | onhand      0 alloc     0 usable     0.0 elig-usable     0.0 | used    0.0

    … 13,724 more characters of output in the raw trajectory.

25. 34The engine and roll-ups are consistent. Let me refine the escalation valuation and then build the workbook.133k

    The engine and roll-ups are consistent. Let me refine the escalation valuation and then build the workbook.

26. 35Write1

    Tool execution only — no assistant text

    Write/workspace/analysis/escalations.py (+content)11k chars

    Arguments

    file_path

    /workspace/analysis/escalations.py

    content

    """Escalation register with correctly-valued contingent avoidance, plus firm/tentative spend split."""
    import json, math
    from pathlib import Path
    
    R = json.loads(Path('/workspace/analysis/results.json').read_text())
    V = json.loads(Path('/workspace/analysis/derived.json').read_text())
    purch = {p['qid']: p for p in R['purchases']}
    reqs = {r['rid']: r for r in R['reqs']}
    lots = R['lots']
    
    def displace(qid, freed):
        """Cost avoided on PO `qid` if `freed` lb of compliant usable inventory appears, honouring min order

    … 9,723 more characters of arguments in the raw trajectory.

    Output

    File created successfully at: /workspace/analysis/escalations.py (file state is current in your context — no need to Read it back)
    
    [metadata]
    type: create
    filePath: /workspace/analysis/escalations.py
    content: |
      """Escalation register with correctly-valued contingent avoidance, plus firm/tentative spend split."""
      import json, math
      from pathlib import Path
      
      R = json.loads(Path('/workspace/analysis/results.json').read_text())
      V = json.loads(Path('/workspace/analysis/derived.json').read_text())
      purch = {p['qid']: p for p in R['purchases']}
      reqs = {r['rid']: r for r in R['reqs']}
      lots = R['lots']
      
      def displace(qid, freed):
          """Cost avoided on PO `qid` if `freed` lb of compliant usable inventory appears, honouring min order."""
          p = purch[qid]
          rem = p['resid_total'] - freed
          if rem <= 0.005:
              return round(p['cost'], 2), 'eliminates the purchase entirely'
          newqty = min(max(math.ceil(rem), p['minord']), p['quoted_qty'])
          retur

    … 9,554 more characters of output in the raw trajectory.

27. 36Bash133k1

    Tool execution only — no assistant text

    Bashpython3 escalations.py (+description)5k chars

    Arguments

    Build escalation register

    python3 escalations.py

    Output

    E-01 [High  ] Quality hold / MRB                     decide-by 2026-07-20   $ 8,001.75  LOT-B3E7C0 - 1,180 lb of 15-5PH AMS 5862 Cond A plate held on Quality 
    E-02 [Medium] Quality hold / receiving inspection    decide-by 2026-07-23   $ 1,742.70  LOT-8F4D17 - 250 lb of 17-4PH AMS 5604 H1075 bar awaiting receiving in
    E-03 [Medium] Source approval - conditional          decide-by 2026-07-15   $ 3,301.75  SRC-B9D472 Lone Star Aerospace Metals is Conditional pending requalifi
    E-04 [Medium] Certification                          decide-by 2026-07-14   $ 3,512.50  LOT-D6B821 and LOT-4A8D62 - 1,580 lb held on Certificate of Conformanc
    E-05 [High  ] Source approval - not approved         decide-by Immediate    $     0.00  LOT-1D6B43 - 800 lb of Russian-melt 15-5PH plate from SRC-2D8B96 Volga
    E-06 [Medium] Traceability / suspended source        decide-by Immediate    $     0.00  LOT-1F9D63 - 760 lb of 6061 plate from a suspended source with heat no
    E-07 [Medium] Origin / no eligible demand     

    … 3,782 more characters of output in the raw trajectory.

28. 38Analysis complete and internally consistent. Now building the workbook.171k

    Analysis complete and internally consistent. Now building the workbook.

29. 39Write1

    Tool execution only — no assistant text

    Write/workspace/analysis/build_workbook.py (+content)75k chars

    Arguments

    file_path

    /workspace/analysis/build_workbook.py

    content

    """Build material_sourcing_analysis_workbook.xlsx"""
    import json, datetime as dt
    from pathlib import Path
    import openpyxl
    from openpyxl import Workbook
    from openpyxl.styles import Font, PatternFill, Alignment, Border, Side
    from openpyxl.utils import get_column_letter
    from openpyxl.worksheet.table import Table, TableStyleInfo
    
    A = Path('/workspace/analysis')
    R = json.loads((A / 'results.json').read_text())
    V = json.loads((A / 'derived.json').read_text())
    E = json.loads((A / 'escalations.json').read_text())
    S = E[

    … 74,514 more characters of arguments in the raw trajectory.

    Output

    File created successfully at: /workspace/analysis/build_workbook.py (file state is current in your context — no need to Read it back)
    
    [metadata]
    type: create
    filePath: /workspace/analysis/build_workbook.py
    content: |
      """Build material_sourcing_analysis_workbook.xlsx"""
      import json, datetime as dt
      from pathlib import Path
      import openpyxl
      from openpyxl import Workbook
      from openpyxl.styles import Font, PatternFill, Alignment, Border, Side
      from openpyxl.utils import get_column_letter
      from openpyxl.worksheet.table import Table, TableStyleInfo
      
      A = Path('/workspace/analysis')
      R = json.loads((A / 'results.json').read_text())
      V = json.loads((A / 'derived.json').read_text())
      E = json.loads((A / 'escalations.json').read_text())
      S = E['summary']
      D = Path('/workspace/data')
      
      def rows(fn, sheet):
          ws = openpyxl.load_workbook(D / fn, data_only=True)[sheet]
          it = ws.iter_rows(values_only=True)
          hdr = [str(h).strip() for h in next(it)]
          return [{h: (v

    … 74,348 more characters of output in the raw trajectory.

30. 40Bash172k1

    Tool execution only — no assistant text

    Bashpython3 build_workbook.py (+description)

    Arguments

    Build the analysis workbook

    python3 build_workbook.py

    Output

    saved; sheets: ['1. Read Me & Basis', '2. Executive Summary', '3. Requirement Coverage', '5. Inventory Lot Usability', '4. Material Pool & Yield', '6. Allocation Plan', '7. Quote Feasibility', '8. Recommended Purchases', '9. At-Risk & Escalations', '10. Alternatives Considered']
    
    [stdout]
    saved; sheets: ['1. Read Me & Basis', '2. Executive Summary', '3. Requirement Coverage', '5. Inventory Lot Usability', '4. Material Pool & Yield', '6. Allocation Plan', '7. Quote Feasibility', '8. Recommended Purchases', '9. At-Risk & Escalations', '10. Alternatives Considered']
    [metadata]
    noOutputExpected: false

31. 42Let me fix the sheet order and a couple of formula issues before validating.173k

    Let me fix the sheet order and a couple of formula issues before validating.

32. 43Edit1

    Tool execution only — no assistant text

    Edit/workspace/analysis/build_workbook.py (+replace_all, old_string, new_string)2k chars

    Arguments

    replace_all

    false

    file_path

    /workspace/analysis/build_workbook.py

    old_string

        put(wsP, r, 4, f"=SUMIF('3. Requirement Coverage'!$F$5:$F${TOT_R-1}&\"|\"&'3. Requirement Coverage'!$G$5:$G${TOT_R-1}"
                       f"&\"|\"&'3. Requirement Coverage'!$H$5:$H${TOT_R-1}&\"|\"&'3. Requirement Coverage'!$I$5:$I${TOT_R-1},"
                       f"$B{r},'3. Requirement Coverage'!$J$5:$J${TOT_R-1})", fmt=LB, color=GREEN)

    new_string

        al, sp, tp, fm = key.split('|')
        RC = "'3. Requirement Coverage'!"
        put(wsP, r, 4, f'=SUMIFS({RC}$J$5:$J${TOT_R-1},{RC}$F$

    … 166 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/analysis/build_workbook.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/analysis/build_workbook.py
    oldString: |
          put(wsP, r, 4, f"=SUMIF('3. Requirement Coverage'!$F$5:$F${TOT_R-1}&\"|\"&'3. Requirement Coverage'!$G$5:$G${TOT_R-1}"
                         f"&\"|\"&'3. Requirement Coverage'!$H$5:$H${TOT_R-1}&\"|\"&'3. Requirement Coverage'!$I$5:$I${TOT_R-1},"
                         f"$B{r},'3. Requirement Coverage'!$J$5:$J${TOT_R-1})", fmt=LB, color=GREEN)
    newString: |
          al, sp, tp, fm = key.split('|')
          RC = "'3. Requirement Coverage'!"
          put(wsP, r, 4, f'=SUMIFS({RC}$J$5:$J${TOT_R-1},{RC}$F$5:$F${TOT_R-1},"{al}",{RC}$G$5:$G${TOT_R-1},"{sp}",'
                         f'{RC}$H$5:$H${TOT_R-1},"{tp}",{RC}$I$5:$I${TOT_R-1},"{fm}")', fmt=LB, color=GREEN)
    originalFile: null
    structuredPatch:
      -
        oldStart: 404
        oldLines: 9
        newStart: 404

    … 1,169 more characters of output in the raw trajectory.

33. 44Edit174k1

    Tool execution only — no assistant text

    Edit/workspace/analysis/build_workbook.py (+replace_all, old_string, new_string)1k chars

    Arguments

    replace_all

    false

    file_path

    /workspace/analysis/build_workbook.py

    old_string

    def metric(label, value, fmt, note, color=BLACK, fill=None):
        global r
        put(ws, r, 1, label, wrap=True, bold=True)

    new_string

    MROW = {}
    def metric(label, value, fmt, note, color=BLACK, fill=None, tag=None):
        global r
        if tag:
            MROW[tag] = r
        put(ws, r, 1, label, wrap=True, bold=True)

    Output

    The file /workspace/analysis/build_workbook.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/analysis/build_workbook.py
    oldString: |
      def metric(label, value, fmt, note, color=BLACK, fill=None):
          global r
          put(ws, r, 1, label, wrap=True, bold=True)
    newString: |
      MROW = {}
      def metric(label, value, fmt, note, color=BLACK, fill=None, tag=None):
          global r
          if tag:
              MROW[tag] = r
          put(ws, r, 1, label, wrap=True, bold=True)
    originalFile: null
    structuredPatch:
      -
        oldStart: 884
        oldLines: 8
        newStart: 884
        newLines: 11
        lines:
          -      ws.row_dimensions[r].height = 18
          -      r += 1
          -  
          - -def metric(label, value, fmt, note, color=BLACK, fill=None):
          - +MROW = {}
          - +def metric(label, value, fmt, note, color=BLACK, fill=None, tag=None):
          -      global r
          - +    if tag:
          - +        MROW[tag] = r
          -      put(ws, r, 1, label, wrap=True, bold=True)
          -      c = pu

    … 188 more characters of output in the raw trajectory.

34. 45Bash174k1

    Tool execution only — no assistant text

    Bashpython3 - <<'EOF' import re, pathlib p = pathlib.Path('build_workbook.py'); s = p.read_text() s = s.replace("""metric('Yield-adjusted usable quantity (lb)', f"='5. Inventory Lot Usability'!U{LOT_TOT}", LB, '(On Hand − Allocated) × Yield Factor across all 24 lots, before any compliance screening.', GREEN)""", """metric('Yield-adjusted usable quantity (lb)', f"='5. Inventory Lot Usability'!U{LOT_TOT}", LB, '(On Hand − Allocated) × Yield Factor across all 24 lots, before any compliance screening.', GREEN, tag='usable')""") s = s.replace("""

    Arguments

    python3 - <<'EOF'
    import re, pathlib
    p = pathlib.Path('build_workbook.py'); s = p.read_text()
    s = s.replace("""metric('Yield-adjusted usable quantity (lb)', f"='5. Inventory Lot Usability'!U{LOT_TOT}", LB,
           '(On Hand − Allocated) × Yield Factor across all 24 lots, before any compliance screening.', GREEN)""",
    """metric('Yield-adjusted usable quantity (lb)', f"='5. Inventory Lot Usability'!U{LOT_TOT}", LB,
           '(On Hand − Allocated) × Yield Factor across all 24 lots, before any compliance screening.', GREEN, tag='usable')""")
    s = s.replace("""

    … 942 more characters of arguments in the raw trajectory.

    Output

    saved; sheets: ['1. Read Me & Basis', '2. Executive Summary', '3. Requirement Coverage', '4. Material Pool & Yield', '5. Inventory Lot Usability', '6. Allocation Plan', '7. Quote Feasibility', '8. Recommended Purchases', '9. At-Risk & Escalations', '10. Alternatives Considered']
    
    [stdout]
    saved; sheets: ['1. Read Me & Basis', '2. Executive Summary', '3. Requirement Coverage', '4. Material Pool & Yield', '5. Inventory Lot Usability', '6. Allocation Plan', '7. Quote Feasibility', '8. Recommended Purchases', '9. At-Risk & Escalations', '10. Alternatives Considered']
    [metadata]
    noOutputExpected: false

35. 46Bash175k1

    Tool execution only — no assistant text

    Bashcd /workspace && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py output/material_sourcing_analysis_workbook.xlsx 180 (+description)

    Arguments

    Recalculate and check for formula errors

    cd /workspace && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py output/material_sourcing_analysis_workbook.xlsx 180

    Output

    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 366
    }
    
    [stdout]
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 366
    }
    [metadata]
    noOutputExpected: false

36. 48Zero formula errors. Let me verify the recalculated values match the analysis.175k

    Zero formula errors. Let me verify the recalculated values match the analysis.

37. 49Bash1

    Tool execution only — no assistant text

    Bashpython3 -c " import openpyxl wb = openpyxl.load_workbook('output/material_sourcing_analysis_workbook.xlsx', data_only=True) ws = wb['2. Executive Summary'] for row in ws.iter_rows(min_row=4, max_row=45, max_col=8, values_only=True): if row[0] is None and row[1] is None: continue v = row[1] print(f'{str(row[0])[:56]:<56} | {v}') " (+description)5k chars

    Arguments

    Verify executive summary values

    python3 -c "
    import openpyxl
    wb = openpyxl.load_workbook('output/material_sourcing_analysis_workbook.xlsx', data_only=True)
    ws = wb['2. Executive Summary']
    for row in ws.iter_rows(min_row=4, max_row=45, max_col=8, values_only=True):
        if row[0] is None and row[1] is None: continue
        v = row[1]
        print(f'{str(row[0])[:56]:<56} | {v}')
    "

    Output

    DEMAND AND COVERAGE                                      | None
    Requirements in the review cycle                         | 26
    Total net required usable quantity (lb)                  | 8960
    Covered from compliant on-hand inventory (lb)            | 5857.25
    Inventory coverage of total demand                       | 0.6537109375
    Requires new purchase (lb)                               | 3102.75
    Requirements left uncovered by the plan                  | 0
    Coverage route: inventory only / inventory + purchase /  | 11 / 8 / 7
    INVENTORY QUALITY — PHYSICALLY AVAILABLE VS ACTUALLY USA | None
    Gross material on hand (lb)                              | 15805
    Already allocated to other work orders (lb)              | 1470
    Yield-adjusted usable quantity (lb)                      | 11862.1
    Blocked by compliance — not usable for any requirement ( | 6320
    Share of on-hand stock that is unusable this cycle       | 0.39987345776653
    Drawn into the plan (lb)                                 | 5857.25
    PURCHA

    … 4,246 more characters of output in the raw trajectory.

38. 50Bash176k1

    Tool execution only — no assistant text

    Bashpython3 -c " import openpyxl wb = openpyxl.load_workbook('output/material_sourcing_analysis_workbook.xlsx', data_only=True) ws = wb['4. Material Pool & Yield'] print('POOL: callout | demand | onhand | alloc | avail | usable | yieldloss | blocked | eligible | drawn | bought | remnant') for row in ws.iter_rows(min_row=5, max_col=15, values_only=True): if row[0] is None: continue print(f'{str(row[0])[:44]:<44}', ' '.join(f'{v:>9.1f}' if isinstance(v,(int,float)) else f'{str(v)[:6]:>9}' for v in row[3:15])) print() ws2 = wb['2. Executive Summary'] for r in range(36,46k chars

    Arguments

    python3 -c "
    import openpyxl
    wb = openpyxl.load_workbook('output/material_sourcing_analysis_workbook.xlsx', data_only=True)
    ws = wb['4. Material Pool & Yield']
    print('POOL: callout | demand | onhand | alloc | avail | usable | yieldloss | blocked | eligible | drawn | bought | remnant')
    for row in ws.iter_rows(min_row=5, max_col=15, values_only=True):
        if row[0] is None: continue
        print(f'{str(row[0])[:44]:<44}', ' '.join(f'{v:>9.1f}' if isinstance(v,(int,float)) else f'{str(v)[:6]:>9}' for v in row[3:15]))
    print()
    ws2 = wb['2. Executive Summary']
    for r in range(36,4

    … 159 more characters of arguments in the raw trajectory.

    Output

    POOL: callout | demand | onhand | alloc | avail | usable | yieldloss | blocked | eligible | drawn | bought | remnant
    6061 / AMS-QQ-A-250/11 / T651 / Plate           1571.0       4.0    3940.0     540.0    3400.0    2961.2     438.8     653.6    2307.6    1571.0       0.0     736.6
    15-5PH / AMS 5862 / Cond A / Plate              1181.0       4.0    3130.0       0.0    3130.0    2581.0     549.0    2080.8     500.2     500.2     681.0       0.0
    7075 / AMS-QQ-A-250/12 / T7351 / Plate          1110.0       2.0    1960.0     410.0    1550.0    1252.6     297.4       0.0    1252.6     516.6     594.0     736.0
    4340 / AMS 6415 / Annealed / Bar                 820.0       3.0    1705.0     120.0    1585.0    1252.8     332.2     592.8     660.0     660.0     250.0       0.0
    7075 / AMS-QQ-A-200/11 / T6511 / Extrusion       726.0       2.0    1030.0      95.0     935.0     724.2     210.8       0.0     724.2     724.2     250.0       0.0
    4340 / AMS 6359 / Norm / Plate                   676.0    

    … 5,090 more characters of output in the raw trajectory.

39. 52Two precision improvements to the workbook before finalizing — the "blocked" figure mixes gross and usable bases, and on…183k

    Two precision improvements to the workbook before finalizing — the "blocked" figure mixes gross and usable bases, and one column needs a clearer label.

40. 53Bash1

    Tool execution only — no assistant text

    Bashcd /workspace/analysis && python3 - <<'PYEOF' import pathlib p = pathlib.Path('build_workbook.py'); s = p.read_text() # --- sheet 4: precise column labels + remnant status column s = s.replace("""('Yield-Adjusted Usable (lb)', 11), ('Lost to Yield (lb)', 11), ('Blocked by Compliance (usable lb)', 12), ('Compliance-Eligible Usable (lb)', 12), ('Drawn Into Plan (lb)', 11), ('Purchased (lb)', 11), ('Eligible Remnant (lb)', 11), ('Read-across', 74)]""", """('Yield-Adjusted Usable (lb)', 11), ('Lost to Yield (lb)', 11), ('Blocked at Lot Level —

    Arguments

    cd /workspace/analysis && python3 - <<'PYEOF'
    import pathlib
    p = pathlib.Path('build_workbook.py'); s = p.read_text()
    
    # --- sheet 4: precise column labels + remnant status column
    s = s.replace("""('Yield-Adjusted Usable (lb)', 11), ('Lost to Yield (lb)', 11), ('Blocked by Compliance (usable lb)', 12),
            ('Compliance-Eligible Usable (lb)', 12), ('Drawn Into Plan (lb)', 11), ('Purchased (lb)', 11),
            ('Eligible Remnant (lb)', 11), ('Read-across', 74)]""",
    """('Yield-Adjusted Usable (lb)', 11), ('Lost to Yield (lb)', 11),
            ('Blocked at Lot Level —

    … 5,744 more characters of arguments in the raw trajectory.

    Output

    saved; sheets: ['1. Read Me & Basis', '2. Executive Summary', '3. Requirement Coverage', '4. Material Pool & Yield', '5. Inventory Lot Usability', '6. Allocation Plan', '7. Quote Feasibility', '8. Recommended Purchases', '9. At-Risk & Escalations', '10. Alternatives Considered']
    {
      "error": "File output/material_sourcing_analysis_workbook.xlsx does not exist"
    }
    
    [stdout]
    saved; sheets: ['1. Read Me & Basis', '2. Executive Summary', '3. Requirement Coverage', '4. Material Pool & Yield', '5. Inventory Lot Usability', '6. Allocation Plan', '7. Quote Feasibility', '8. Recommended Purchases', '9. At-Risk & Escalations', '10. Alternatives Considered']
    {
      "error": "File output/material_sourcing_analysis_workbook.xlsx does not exist"
    }
    [metadata]
    noOutputExpected: false

41. 54Bash184k1

    Tool execution only — no assistant text

    Bashcd /workspace && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py output/material_sourcing_analysis_workbook.xlsx 180 && python3 -c " import openpyxl wb = openpyxl.load_workbook('output/material_sourcing_analysis_workbook.xlsx', data_only=True) ws = wb['2. Executive Summary'] for row in ws.iter_rows(min_row=11, max_row=20, max_col=2, values_only=True): print(f'{str(row[0])[:62]:<62} | {row[1]}') print() ws=wb['4. Material Pool & Yield'] for row in ws.iter_rows(min_row=17, max_row=19, max_col=17, values_only=True): print([ (round(v,1) if isinstance(v,floa3k chars

    Arguments

    cd /workspace && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py output/material_sourcing_analysis_workbook.xlsx 180 && python3 -c "
    import openpyxl
    wb = openpyxl.load_workbook('output/material_sourcing_analysis_workbook.xlsx', data_only=True)
    ws = wb['2. Executive Summary']
    for row in ws.iter_rows(min_row=11, max_row=20, max_col=2, values_only=True):
        print(f'{str(row[0])[:62]:<62} | {row[1]}')
    print()
    ws=wb['4. Material Pool & Yield']
    for row in ws.iter_rows(min_row=17, max_row=19, max_col=17, values_only=True):
        print([ (round(v,1) if isinstance(v,floa

    … 96 more characters of arguments in the raw trajectory.

    Output

    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 367
    }
    Coverage route: inventory only / inventory + purchase / purcha | 11 / 8 / 7
    INVENTORY QUALITY — PHYSICALLY AVAILABLE VS ACTUALLY USABLE    | None
    Gross material on hand (lb)                                    | 15805
    Already allocated to other work orders (lb)                    | 1470
    Yield-adjusted usable quantity (lb)                            | 11862.1
    Blocked at lot level — gross lb (7 lots)                       | 5110
    Compliant at lot level but no eligible use — gross lb (2 lots) | 1210
    Total on-hand stock unusable this cycle (gross lb)             | 6320
    Share of on-hand stock that is unusable this cycle             | 0.39987345776653
    Drawn into the plan (lb)                                       | 5857.25
    
    ['300M / AMS 6419 / Annealed / Bar', '300M|AMS 6419|Annealed|Bar', 'REQ-C9T1', '176', '1', '290', '0', '290', 214.6, 75.4, '0', 214.6, '0', '176', 214.6, '214.6 lb is LOT-2B7E54 (

    … 1,874 more characters of output in the raw trajectory.

42. 56Bash186k1

    Tool execution only — no assistant text

    Bashpython3 -c " import openpyxl wb = openpyxl.load_workbook('output/material_sourcing_analysis_workbook.xlsx', data_only=True) ws = wb['8. Recommended Purchases'] print('seq quote source callout buy cost resid excess dock actionby binding') for row in ws.iter_rows(min_row=5, max_row=18, max_col=24, values_only=True): if row[1] is None and row[0] is None: continue print(f'{str(row[0]):>3} {str(row[1]):<11} {str(row[4])[:22]:<22} {str(row[6])[:34]:<34} {str(row[11]):>5} {str(row[12]):>9} {str(row[13]):>6} {str(row[14]):>6} {str(row[16])[:10]} {str(row[20])[:10]} {str7k chars

    Arguments

    python3 -c "
    import openpyxl
    wb = openpyxl.load_workbook('output/material_sourcing_analysis_workbook.xlsx', data_only=True)
    ws = wb['8. Recommended Purchases']
    print('seq quote source  callout  buy  cost  resid excess dock actionby binding')
    for row in ws.iter_rows(min_row=5, max_row=18, max_col=24, values_only=True):
        if row[1] is None and row[0] is None: continue
        print(f'{str(row[0]):>3} {str(row[1]):<11} {str(row[4])[:22]:<22} {str(row[6])[:34]:<34} {str(row[11]):>5} {str(row[12]):>9} {str(row[13]):>6} {str(row[14]):>6} {str(row[16])[:10]} {str(row[20])[:10]} {str

    … 349 more characters of arguments in the raw trajectory.

    Output

    seq quote source  callout  buy  cost  resid excess dock actionby binding
      1 QTE-8B3F19  Brunderman Forge & Bar 300M / AMS 6419 / Annealed / Bar     176    2499.2    176      0 2026-07-26 2026-07-07 Lead time / need-by    Y
      2 QTE-D9F3B1  Great Lakes Plate & Ba 4340 / AMS 6415 / Annealed / Bar     250    1337.5    160     90 2026-07-23 2026-07-14 Quote expiry           Y
      3 QTE-A3F91C  Cascade Rolled Product 7075 / AMS-QQ-A-250/12 / T7351 / P   594    5583.6  593.4    0.6 2026-07-30 2026-07-15 Both (coincident)      Y
      4 QTE-2D7C64  Cascade Rolled Product 2024 / AMS-QQ-A-200/3 / T3511 / Ex   237    1801.2  236.1    0.9 2026-08-02 2026-07-19 Quote expiry           Tentative, Y
      5 QTE-3A9F18  Ardenne Steelworks SA  15-5PH / AMS 5862 / Cond A / Plate   681   8001.75  680.8    0.2 2026-08-06 2026-07-20 Quote expiry           Y
      6 QTE-9E4B27  Cascade Rolled Product 7075 / AMS-QQ-A-250/12 / T651 / Pl   250      2175   69.5  180.5 2026-08-04 2026-07-20 Quote expiry           Tentative
      

    … 5,944 more characters of output in the raw trajectory.

43. 58Workbook verified. Now the recommendation memo.190k

    Workbook verified. Now the recommendation memo.

44. 59Bash1

    Tool execution only — no assistant text

    Bashcd /workspace/analysis && (npm ls -g docx 2>/dev/null | head -3; node -e "require('docx');console.log('docx OK')" 2>&1 | tail -1) (+description)

    Arguments

    Check docx library availability

    cd /workspace/analysis && (npm ls -g docx 2>/dev/null | head -3; node -e "require('docx');console.log('docx OK')" 2>&1 | tail -1)

    Output

    /bin/bash: line 1: node: command not found
    
    [stdout]
    /bin/bash: line 1: node: command not found
    [metadata]
    noOutputExpected: false

45. 60Bash190k1

    Tool execution only — no assistant text

    Bashwhich node nodejs npm 2>&1; ls /usr/lib/node_modules 2>/dev/null; python3 -c "import docx; print('python-docx', docx.__version__ if hasattr(docx,'__version__') else 'ok')" (+description)

    Arguments

    Check available document toolchain

    which node nodejs npm 2>&1; ls /usr/lib/node_modules 2>/dev/null; python3 -c "import docx; print('python-docx', docx.__version__ if hasattr(docx,'__version__') else 'ok')"

    Output

    python-docx 1.2.0
    
    [stdout]
    python-docx 1.2.0
    [metadata]
    noOutputExpected: false

46. 62No Node.js available — I'll build the memo with python-docx.213k

    No Node.js available — I'll build the memo with python-docx.

47. 63Write1

    Tool execution only — no assistant text

    Write/workspace/analysis/build_memo.py (+content)51k chars

    Arguments

    file_path

    /workspace/analysis/build_memo.py

    content

    """Build material_sourcing_recommendation_memo.docx"""
    import json
    from pathlib import Path
    from docx import Document
    from docx.shared import Pt, Inches, RGBColor, Emu
    from docx.enum.text import WD_ALIGN_PARAGRAPH, WD_TAB_ALIGNMENT
    from docx.enum.table import WD_TABLE_ALIGNMENT
    from docx.enum.section import WD_SECTION
    from docx.oxml.ns import qn
    from docx.oxml import OxmlElement
    
    A = Path('/workspace/analysis')
    R = json.loads((A / 'results.json').read_text())
    V = json.loads((A / 'derived.json').read_text())
    EJ = js

    … 50,124 more characters of arguments in the raw trajectory.

    Output

    File created successfully at: /workspace/analysis/build_memo.py (file state is current in your context — no need to Read it back)
    
    [metadata]
    type: create
    filePath: /workspace/analysis/build_memo.py
    content: |
      """Build material_sourcing_recommendation_memo.docx"""
      import json
      from pathlib import Path
      from docx import Document
      from docx.shared import Pt, Inches, RGBColor, Emu
      from docx.enum.text import WD_ALIGN_PARAGRAPH, WD_TAB_ALIGNMENT
      from docx.enum.table import WD_TABLE_ALIGNMENT
      from docx.enum.section import WD_SECTION
      from docx.oxml.ns import qn
      from docx.oxml import OxmlElement
      
      A = Path('/workspace/analysis')
      R = json.loads((A / 'results.json').read_text())
      V = json.loads((A / 'derived.json').read_text())
      EJ = json.loads((A / 'escalations.json').read_text())
      S = EJ['summary']
      purch = {p['qid']: p for p in R['purchases']}
      
      NAVY = RGBColor(0x1F, 0x38, 0x64)
      GREY = RGBColor(0x59, 0x59, 0x59)
      RED = RGBColor(0xC0, 0x00, 0x00)
      HDRFILL, BANDFILL,

    … 49,954 more characters of output in the raw trajectory.

48. 64Bash213k1

    Tool execution only — no assistant text

    Bashpython3 build_memo.py && ls -la /workspace/output/ (+description)

    Arguments

    Build the recommendation memo

    python3 build_memo.py && ls -la /workspace/output/

    Output

    memo saved
    total 152
    drwxr-xr-x 1 root root  4096 Aug 20 19:03 .
    drwxr-xr-x 1 root root  4096 Aug 20 18:45 ..
    -rw-r--r-- 1 root root 74542 Aug 20 18:58 material_sourcing_analysis_workbook.xlsx
    -rw-r--r-- 1 root root 63547 Aug 20 19:03 material_sourcing_recommendation_memo.docx
    
    [stdout]
    memo saved
    total 152
    drwxr-xr-x 1 root root  4096 Aug 20 19:03 .
    drwxr-xr-x 1 root root  4096 Aug 20 18:45 ..
    -rw-r--r-- 1 root root 74542 Aug 20 18:58 material_sourcing_analysis_workbook.xlsx
    -rw-r--r-- 1 root root 63547 Aug 20 19:03 material_sourcing_recommendation_memo.docx
    [metadata]
    noOutputExpected: false

49. 65Bash213k1

    Tool execution only — no assistant text

    Bashcd /workspace/output && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx 2>&1 | tail -20 (+description)3k chars

    Arguments

    Validate the docx

    cd /workspace/output && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx 2>&1 | tail -20

    Output

    FAILED - Found NEW validation errors:
      word/header1.xml: 1 new error(s)
        - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}pBdr': This element is not expected. Expected is one of ( {http://schemas.openxmlformats.org/wordprocessingml/2006/main}suppressAutoHyphens, {http://schemas.openxmlformats.org/wor...
      word/document.xml: 3 new error(s)
        - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}tblW': This element is not expected. Expected is one of ( {http://schemas.openxmlformats.org/wordprocessingml/2006/main}tblCaption, {http://schemas.openxmlformats.org/wordprocessi...
        - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}pBdr': This element is not expected. Expected is one of ( {http://schemas.openxmlformats.org/wordprocessingml/2006/main}ind, {http://schemas.openxmlformats.org/wordprocessingml/20...
        - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}tcW': This element is not expected

    … 1,864 more characters of output in the raw trajectory.

50. 67Schema ordering issues in the XML I appended. Let me fix them properly.216k

    Schema ordering issues in the XML I appended. Let me fix them properly.

51. 68Bash1

    Tool execution only — no assistant text

    Bashcd /tmp && rm -rf mv && python3 /logs/agent/sessions/skills/docx/scripts/office/unpack.py /workspace/output/material_sourcing_recommendation_memo.docx mv >/dev/null 2>&1 && grep -o '<w:zoom[^/]*/>' mv/word/settings.xml (+description)

    Arguments

    Inspect settings zoom element

    cd /tmp && rm -rf mv && python3 /logs/agent/sessions/skills/docx/scripts/office/unpack.py /workspace/output/material_sourcing_recommendation_memo.docx mv >/dev/null 2>&1 && grep -o '<w:zoom[^/]*/>' mv/word/settings.xml

    Output

    <w:zoom w:val="bestFit"/>
    Shell cwd was reset to /workspace
    
    [stdout]
    <w:zoom w:val="bestFit"/>
    [stderr]
    
    Shell cwd was reset to /workspace
    [metadata]
    noOutputExpected: false

52. 69Bash219k1

    Tool execution only — no assistant text

    Bashcd /workspace/analysis && python3 - <<'PYEOF' import pathlib p = pathlib.Path('build_memo.py'); s = p.read_text() s = s.replace("""def shade(el, fill): sh = OxmlElement('w:shd') sh.set(qn('w:val'), 'clear'); sh.set(qn('w:color'), 'auto'); sh.set(qn('w:fill'), fill) el.append(sh)""", """# schema-order successor lists (ECMA-376 CT_TcPr / CT_PPr / CT_TblPr) AFTER_SHD = ('w:noWrap', 'w:tcMar', 'w:textDirection', 'w:tcFitText', 'w:vAlign', 'w:hideMark', 'w:headers') AFTER_TCMAR = ('w:textDirection', 'w:tcFitText', 'w:vAlign', 'w:hideMark', 'w:headers') A1k chars

    Arguments

    cd /workspace/analysis && python3 - <<'PYEOF'
    import pathlib
    p = pathlib.Path('build_memo.py'); s = p.read_text()
    
    s = s.replace("""def shade(el, fill):
        sh = OxmlElement('w:shd')
        sh.set(qn('w:val'), 'clear'); sh.set(qn('w:color'), 'auto'); sh.set(qn('w:fill'), fill)
        el.append(sh)""",
    """# schema-order successor lists (ECMA-376 CT_TcPr / CT_PPr / CT_TblPr)
    AFTER_SHD = ('w:noWrap', 'w:tcMar', 'w:textDirection', 'w:tcFitText', 'w:vAlign', 'w:hideMark', 'w:headers')
    AFTER_TCMAR = ('w:textDirection', 'w:tcFitText', 'w:vAlign', 'w:hideMark', 'w:headers')
    A

    … 3,383 more characters of arguments in the raw trajectory.

    Output

    memo saved
    
    FAILED - Found NEW validation errors:
      word/document.xml: 2 new error(s)
        - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}left': This element is not expected. Expected is one of ( {http://schemas.openxmlformats.org/wordprocessingml/2006/main}end, {http://schemas.openxmlformats.org/wordprocessingml/20...
        - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}tblW': This element is not expected. Expected is one of ( {http://schemas.openxmlformats.org/wordprocessingml/2006/main}jc, {http://schemas.openxmlformats.org/wordprocessingml/200...
    
    Paragraphs: 0 → 668 (+668)
    
    [stdout]
    memo saved
    
    FAILED - Found NEW validation errors:
      word/document.xml: 2 new error(s)
        - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}left': This element is not expected. Expected is one of ( {http://schemas.openxmlformats.org/wordprocessingml/2006/main}end, {http://schemas.openxmlformats.org/wordprocessingml/20...
        - Elem

    … 316 more characters of output in the raw trajectory.

53. 71Bash224k1

    Tool execution only — no assistant text

    Bashcd /tmp && rm -rf mv2 && python3 /logs/agent/sessions/skills/docx/scripts/office/unpack.py /workspace/output/material_sourcing_recommendation_memo.docx mv2 >/dev/null 2>&1 && python3 -c " import re s=open('mv2/word/document.xml').read() m=re.search(r'<w:tblPr>.*?</w:tblPr>', s, re.S) print(m.group()[:600]) print('---tcMar---') m2=re.search(r'<w:tcMar>.*?</w:tcMar>', s, re.S) print(m2.group()) " (+description)2k chars

    Arguments

    Inspect generated table XML ordering

    cd /tmp && rm -rf mv2 && python3 /logs/agent/sessions/skills/docx/scripts/office/unpack.py /workspace/output/material_sourcing_recommendation_memo.docx mv2 >/dev/null 2>&1 && python3 -c "
    import re
    s=open('mv2/word/document.xml').read()
    m=re.search(r'<w:tblPr>.*?</w:tblPr>', s, re.S)
    print(m.group()[:600])
    print('---tcMar---')
    m2=re.search(r'<w:tcMar>.*?</w:tcMar>', s, re.S)
    print(m2.group())
    "

    Output

    <w:tblPr>
            <w:tblW w:type="auto" w:w="0"/>
            <w:tblW w:w="9360" w:type="dxa"/>
            <w:jc w:val="center"/>
            <w:tblBorders>
              <w:top w:val="single" w:sz="4" w:color="BFBFBF"/>
              <w:left w:val="single" w:sz="4" w:color="BFBFBF"/>
              <w:bottom w:val="single" w:sz="4" w:color="BFBFBF"/>
              <w:right w:val="single" w:sz="4" w:color="BFBFBF"/>
              <w:insideH w:val="single" w:sz="4" w:color="BFBFBF"/>
              <w:insideV w:val="single" w:sz="4" w:color="BFBFBF"/>
            </w:tblBorders>
            <w:tblLayout w:type="fixed"/>
            <w:tblLook
    ---tcMar---
    <w:tcMar>
                  <w:top w:w="50" w:type="dxa"/>
                  <w:bottom w:w="50" w:type="dxa"/>
                  <w:left w:w="90" w:type="dxa"/>
                  <w:right w:w="90" w:type="dxa"/>
                </w:tcMar>
    Shell cwd was reset to /workspace
    
    [stdout]
    <w:tblPr>
            <w:tblW w:type="auto" w:w="0"/>
            <w:tblW w:w="9360" w:type="dxa"/>
            <w:jc w:val="center"/>
     

    … 790 more characters of output in the raw trajectory.

54. 73Bash225k1

    Tool execution only — no assistant text

    Bashcd /workspace/analysis && python3 - <<'PYEOF' import pathlib p = pathlib.Path('build_memo.py'); s = p.read_text() s = s.replace(""" tw = OxmlElement('w:tblW'); tw.set(qn('w:w'), str(sum(widths))); tw.set(qn('w:type'), 'dxa') tblPr.insert_element_before(tw, *AFTER_TBLW)""", """ tw = tblPr.find(qn('w:tblW')) if tw is None: tw = OxmlElement('w:tblW') tblPr.insert_element_before(tw, *AFTER_TBLW) tw.set(qn('w:w'), str(sum(widths))); tw.set(qn('w:type'), 'dxa')""") s = s.replace(""" for side, val in (('top', 50), ('bot

    Arguments

    cd /workspace/analysis && python3 - <<'PYEOF'
    import pathlib
    p = pathlib.Path('build_memo.py'); s = p.read_text()
    s = s.replace("""    tw = OxmlElement('w:tblW'); tw.set(qn('w:w'), str(sum(widths))); tw.set(qn('w:type'), 'dxa')
        tblPr.insert_element_before(tw, *AFTER_TBLW)""",
    """    tw = tblPr.find(qn('w:tblW'))
        if tw is None:
            tw = OxmlElement('w:tblW')
            tblPr.insert_element_before(tw, *AFTER_TBLW)
        tw.set(qn('w:w'), str(sum(widths))); tw.set(qn('w:type'), 'dxa')""")
    s = s.replace("""            for side, val in (('top', 50), ('bot

    … 415 more characters of arguments in the raw trajectory.

    Output

    memo saved
    
    Paragraphs: 0 → 668 (+668)
    All validations PASSED!
    
    [stdout]
    memo saved
    
    Paragraphs: 0 → 668 (+668)
    All validations PASSED!
    [metadata]
    noOutputExpected: false

55. 74Validation passes. Let me render it to check the visual result.226k

    Validation passes. Let me render it to check the visual result.

56. 75Bash1

    Tool execution only — no assistant text

    Bashpython3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf material_sourcing_recommendation_memo.docx >/dev/null 2>&1; pdfinfo material_sourcing_recommendation_memo.pdf 2>/dev/null | head -4; pdftoppm -jpeg -r 78 material_sourcing_recommendation_memo.pdf /tmp/memo 2>/dev/null; ls /tmp/memo*.jpg (+description)

    Arguments

    Render memo to images

    python3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf material_sourcing_recommendation_memo.docx >/dev/null 2>&1; pdfinfo material_sourcing_recommendation_memo.pdf 2>/dev/null | head -4; pdftoppm -jpeg -r 78 material_sourcing_recommendation_memo.pdf /tmp/memo 2>/dev/null; ls /tmp/memo*.jpg

    Output

    Author:          python-docx
    Creator:         Writer
    Producer:        LibreOffice 25.2.3.2 (X86_64) / LibreOffice Community
    CreationDate:    Thu Aug 20 19:05:31 2026 UTC
    /tmp/memo-01.jpg
    /tmp/memo-02.jpg
    /tmp/memo-03.jpg
    /tmp/memo-04.jpg
    /tmp/memo-05.jpg
    /tmp/memo-06.jpg
    /tmp/memo-07.jpg
    /tmp/memo-08.jpg
    /tmp/memo-09.jpg
    /tmp/memo-10.jpg
    /tmp/memo-11.jpg
    /tmp/memo-12.jpg
    /tmp/memo-13.jpg
    /tmp/memo-14.jpg
    
    [stdout]
    Author:          python-docx
    Creator:         Writer
    Producer:        LibreOffice 25.2.3.2 (X86_64) / LibreOffice Community
    CreationDate:    Thu Aug 20 19:05:31 2026 UTC
    /tmp/memo-01.jpg
    /tmp/memo-02.jpg
    /tmp/memo-03.jpg
    /tmp/memo-04.jpg
    /tmp/memo-05.jpg
    /tmp/memo-06.jpg
    /tmp/memo-07.jpg
    /tmp/memo-08.jpg
    /tmp/memo-09.jpg
    /tmp/memo-10.jpg
    /tmp/memo-11.jpg
    /tmp/memo-12.jpg
    /tmp/memo-13.jpg
    /tmp/memo-14.jpg
    [metadata]
    noOutputExpected: false

57. 76Read226k1

    Tool execution only — no assistant text

    Read/tmp/memo-01.jpg298k chars

    Arguments

    /tmp/memo-01.jpg

    Output

    type: image
    source:
      type: base64
      data: 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

    … 297,227 more characters of output in the raw trajectory.

58. 78Bash228k1

    Tool execution only — no assistant text

    Bashfc-list : family 2>/dev/null | tr ',' '\n' | sort -u | head -40 (+description)

    Arguments

    List available fonts

    fc-list : family 2>/dev/null | tr ',' '\n' | sort -u | head -40

    Output

    DejaVu Sans
    DejaVu Sans Mono
    DejaVu Serif
    OpenSymbol
    
    [stdout]
    DejaVu Sans
    DejaVu Sans Mono
    DejaVu Serif
    OpenSymbol
    [metadata]
    noOutputExpected: false

59. 80The serif rendering is a container font-substitution artifact (only DejaVu is installed); the file correctly specifies A…228k

    The serif rendering is a container font-substitution artifact (only DejaVu is installed); the file correctly specifies Arial. Let me check the table-heavy pages.

60. 81Read1

    Tool execution only — no assistant text

    Read/tmp/memo-04.jpg269k chars

    Arguments

    /tmp/memo-04.jpg

    Output

    type: image
    source:
      type: base64
      data: 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

    … 267,819 more characters of output in the raw trajectory.

61. 83Read229k1

    Tool execution only — no assistant text

    Read/tmp/memo-05.jpg254k chars

    Arguments

    /tmp/memo-05.jpg

    Output

    type: image
    source:
      type: base64
      data: 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

    … 252,538 more characters of output in the raw trajectory.

62. 85Read231k1

    Tool execution only — no assistant text

    Read/tmp/memo-07.jpg280k chars

    Arguments

    /tmp/memo-07.jpg

    Output

    type: image
    source:
      type: base64
      data: /9j/4AAQSkZJRgABAQEATgBOAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCANaApcDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3+iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKA

    … 278,843 more characters of output in the raw trajectory.

63. 87Read232k1

    Tool execution only — no assistant text

    Read/tmp/memo-11.jpg290k chars

    Arguments

    /tmp/memo-11.jpg

    Output

    type: image
    source:
      type: base64
      data: /9j/4AAQSkZJRgABAQEATgBOAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCANaApcDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3+iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKA

    … 288,579 more characters of output in the raw trajectory.

64. 89Read233k1

    Tool execution only — no assistant text

    Read/tmp/memo-13.jpg330k chars

    Arguments

    /tmp/memo-13.jpg

    Output

    type: image
    source:
      type: base64
      data: 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

    … 328,875 more characters of output in the raw trajectory.

65. 91Read234k1

    Tool execution only — no assistant text

    Read/tmp/memo-09.jpg311k chars

    Arguments

    /tmp/memo-09.jpg

    Output

    type: image
    source:
      type: base64
      data: 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

    … 310,235 more characters of output in the raw trajectory.

66. 93Now applying a consistent formatting pass across all tables.237k

    Now applying a consistent formatting pass across all tables.

67. 94Bash1

    Tool execution only — no assistant text

    Bashcd /workspace/analysis && python3 - <<'PYEOF' import pathlib p = pathlib.Path('build_memo.py'); s = p.read_text() # rows must not split across pages s = s.replace(""" for ix, rowvals in enumerate(rows): cells = t.add_row().cells""", """ for ix, rowvals in enumerate(rows): row = t.add_row() cs = OxmlElement('w:cantSplit') row._tr.get_or_add_trPr().append(cs) cells = row.cells""") s = s.replace(""" trPr = t.rows[0]._tr.get_or_add_trPr() th = OxmlElement('w:tblHeader'); trPr.append(th)""", """

    Arguments

    cd /workspace/analysis && python3 - <<'PYEOF'
    import pathlib
    p = pathlib.Path('build_memo.py'); s = p.read_text()
    
    # rows must not split across pages
    s = s.replace("""    for ix, rowvals in enumerate(rows):
            cells = t.add_row().cells""",
    """    for ix, rowvals in enumerate(rows):
            row = t.add_row()
            cs = OxmlElement('w:cantSplit')
            row._tr.get_or_add_trPr().append(cs)
            cells = row.cells""")
    s = s.replace("""    trPr = t.rows[0]._tr.get_or_add_trPr()
        th = OxmlElement('w:tblHeader'); trPr.append(th)""",
    """

    … 3,838 more characters of arguments in the raw trajectory.

    Output

    Exit code 1
    memo saved
        assert path.exists(), f"Error: {path} does not exist"
               ^^^^^^^^^^^^^
    AssertionError: Error: material_sourcing_recommendation_memo.docx does not exist
    I/O Error: Couldn't open file 'material_sourcing_recommendation_memo.pdf': No such file or directory.
    
    [error] tool reported failure

68. 95Bash238k1

    Tool execution only — no assistant text

    Bashpython3 /logs/agent/sessions/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx 2>&1 | tail -3 && rm -f material_sourcing_recommendation_memo.pdf && python3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf material_sourcing_recommendation_memo.docx >/dev/null 2>&1 && rm -f /tmp/memo*.jpg && pdftoppm -jpeg -r 78 material_sourcing_recommendation_memo.pdf /tmp/memo && ls /tmp/memo*.jpg | wc -l (+description)

    Arguments

    Validate and re-render memo

    python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx 2>&1 | tail -3 && rm -f material_sourcing_recommendation_memo.pdf && python3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf material_sourcing_recommendation_memo.docx >/dev/null 2>&1 && rm -f /tmp/memo*.jpg && pdftoppm -jpeg -r 78 material_sourcing_recommendation_memo.pdf /tmp/memo && ls /tmp/memo*.jpg | wc -l

    Output

    Paragraphs: 0 → 668 (+668)
    All validations PASSED!
    14
    
    [stdout]
    Paragraphs: 0 → 668 (+668)
    All validations PASSED!
    14
    [metadata]
    noOutputExpected: false

69. 96Read238k1

    Tool execution only — no assistant text

    Read/tmp/memo-04.jpg266k chars

    Arguments

    /tmp/memo-04.jpg

    Output

    type: image
    source:
      type: base64
      data: 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

    … 264,802 more characters of output in the raw trajectory.

70. 98Bash240k1

    Tool execution only — no assistant text

    Bashcd /workspace/analysis && python3 - <<'PYEOF' import pathlib p = pathlib.Path('build_memo.py'); s = p.read_text() s = s.replace("""table([380, 1450, 640, 420, 720, 760, 480, 760, 760, 2990], ['Pri', 'Program', 'Rule', 'Reqs', 'Demand lb', 'Inventory lb', 'Inv %', 'Purchase lb', 'Cost', 'Allocation consequence'],""", """table([340, 1400, 620, 460, 780, 800, 520, 780, 800, 2860], ['#', 'Program', 'Rule', 'Reqs', 'Demand', 'Inv lb', 'Inv %', 'Buy lb', 'Cost', 'Allocation consequence'],""") p.write_text(s) PYEOF python3 build_memo.py &&

    Arguments

    cd /workspace/analysis && python3 - <<'PYEOF'
    import pathlib
    p = pathlib.Path('build_memo.py'); s = p.read_text()
    s = s.replace("""table([380, 1450, 640, 420, 720, 760, 480, 760, 760, 2990],
          ['Pri', 'Program', 'Rule', 'Reqs', 'Demand lb', 'Inventory lb', 'Inv %', 'Purchase lb', 'Cost',
           'Allocation consequence'],""",
    """table([340, 1400, 620, 460, 780, 800, 520, 780, 800, 2860],
          ['#', 'Program', 'Rule', 'Reqs', 'Demand', 'Inv lb', 'Inv %', 'Buy lb', 'Cost',
           'Allocation consequence'],""")
    p.write_text(s)
    PYEOF
    python3 build_memo.py &&

    … 491 more characters of arguments in the raw trajectory.

    Output

    Exit code 1
    memo saved
               ^^^^^^^^^^^^^
    AssertionError: Error: material_sourcing_recommendation_memo.docx does not exist
    I/O Error: Couldn't open file 'material_sourcing_recommendation_memo.pdf': No such file or directory.
    
    [error] tool reported failure

71. 99Bash240k1

    Tool execution only — no assistant text

    Bashpython3 /logs/agent/sessions/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx 2>&1 | tail -2 && rm -f material_sourcing_recommendation_memo.pdf /tmp/memo*.jpg && python3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf material_sourcing_recommendation_memo.docx >/dev/null 2>&1 && pdftoppm -jpeg -r 78 material_sourcing_recommendation_memo.pdf /tmp/memo && echo rendered (+description)

    Arguments

    Validate and render from output dir

    python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx 2>&1 | tail -2 && rm -f material_sourcing_recommendation_memo.pdf /tmp/memo*.jpg && python3 /logs/agent/sessions/skills/docx/scripts/office/soffice.py --headless --convert-to pdf material_sourcing_recommendation_memo.docx >/dev/null 2>&1 && pdftoppm -jpeg -r 78 material_sourcing_recommendation_memo.pdf /tmp/memo && echo rendered

    Output

    Paragraphs: 0 → 668 (+668)
    All validations PASSED!
    rendered
    
    [stdout]
    Paragraphs: 0 → 668 (+668)
    All validations PASSED!
    rendered
    [metadata]
    noOutputExpected: false

72. 100Read240k1

    Tool execution only — no assistant text

    Read/tmp/memo-02.jpg341k chars

    Arguments

    /tmp/memo-02.jpg

    Output

    type: image
    source:
      type: base64
      data: 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

    … 340,075 more characters of output in the raw trajectory.

73. 102Read241k1

    Tool execution only — no assistant text

    Read/tmp/memo-14.jpg266k chars

    Arguments

    /tmp/memo-14.jpg

    Output

    type: image
    source:
      type: base64
      data: 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

    … 265,186 more characters of output in the raw trajectory.

74. 104Final consistency check surfaced a mixed-basis figure I need to correct.245k

    Final consistency check surfaced a mixed-basis figure I need to correct.

75. 105Bash1

    Tool execution only — no assistant text

    Bashcd /workspace/analysis && python3 -c " import json V=json.load(open('derived.json')) b={x['lot']:x for x in V['blocked']} tot_g=sum(b[l]['onhand'] for l in ['LOT-B3E7C0','LOT-1D6B43','LOT-4D1A95']) tot_u=sum(b[l]['usable'] for l in ['LOT-B3E7C0','LOT-1D6B43','LOT-4D1A95']) print('15-5PH Cond A blocked lots: gross',tot_g,'usable',tot_u) q=json.load(open('results.json')) import collections print('cheapest 4 lines overall:', sorted([(float(x['unit']),x['qid']) for x in V['premium']])[:2]) " (+description)

    Arguments

    Verify blocked 15-5PH tonnage

    cd /workspace/analysis && python3 -c "
    import json
    V=json.load(open('derived.json'))
    b={x['lot']:x for x in V['blocked']}
    tot_g=sum(b[l]['onhand'] for l in ['LOT-B3E7C0','LOT-1D6B43','LOT-4D1A95'])
    tot_u=sum(b[l]['usable'] for l in ['LOT-B3E7C0','LOT-1D6B43','LOT-4D1A95'])
    print('15-5PH Cond A blocked lots: gross',tot_g,'usable',tot_u)
    q=json.load(open('results.json'))
    import collections
    print('cheapest 4 lines overall:', sorted([(float(x['unit']),x['qid']) for x in V['premium']])[:2])
    "

    Output

    Exit code 1
    Traceback (most recent call last):
      File "<string>", line 10, in <module>
      File "<string>", line 10, in <listcomp>
    KeyError: 'unit'
    15-5PH Cond A blocked lots: gross 2520.0 usable 2080.8
    
    [error] tool reported failure

76. 106Bash247k1

    Tool execution only — no assistant text

    Bashcd /workspace/analysis && python3 - <<'PYEOF' import pathlib m = pathlib.Path('build_memo.py'); s = m.read_text() s = s.replace("""'Do not plan the 2,629.8 usable pounds of 15-5PH Cond A plate that are sitting in the stainless racks. All of it is held on ' 'MRB, sourced from a Not Approved Russian mill, or sourced from a Conditional distributor.""", """'Do not plan the 2,520 lb of 15-5PH Cond A plate sitting in the stainless racks — 2,080.8 usable pounds. All of it is held on ' 'MRB, sourced from a Not Approved Russian mill, or sourced from a Conditional distributo

    Arguments

    cd /workspace/analysis && python3 - <<'PYEOF'
    import pathlib
    m = pathlib.Path('build_memo.py'); s = m.read_text()
    s = s.replace("""'Do not plan the 2,629.8 usable pounds of 15-5PH Cond A plate that are sitting in the stainless racks. All of it is held on '
     'MRB, sourced from a Not Approved Russian mill, or sourced from a Conditional distributor.""",
    """'Do not plan the 2,520 lb of 15-5PH Cond A plate sitting in the stainless racks — 2,080.8 usable pounds. All of it is held on '
     'MRB, sourced from a Not Approved Russian mill, or sourced from a Conditional distributo

    … 3,185 more characters of arguments in the raw trajectory.

    Output

    patched
    build_memo.py:0
    build_workbook.py:0
    
    [stdout]
    patched
    build_memo.py:0
    build_workbook.py:0
    [metadata]
    returnCodeInterpretation: No matches found
    noOutputExpected: false

77. 107Bash247k1

    Tool execution only — no assistant text

    Bashcd /workspace/analysis && python3 build_workbook.py && python3 build_memo.py && cd /workspace && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py output/material_sourcing_analysis_workbook.xlsx 180 && cd output && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx 2>&1 | tail -2 && rm -f material_sourcing_recommendation_memo.pdf && ls -la /workspace/output/ (+description)1k chars

    Arguments

    Rebuild both deliverables and validate

    cd /workspace/analysis && python3 build_workbook.py && python3 build_memo.py && cd /workspace && python3 /logs/agent/sessions/skills/xlsx/scripts/recalc.py output/material_sourcing_analysis_workbook.xlsx 180 && cd output && python3 /logs/agent/sessions/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx 2>&1 | tail -2 && rm -f material_sourcing_recommendation_memo.pdf && ls -la /workspace/output/

    Output

    saved; sheets: ['1. Read Me & Basis', '2. Executive Summary', '3. Requirement Coverage', '4. Material Pool & Yield', '5. Inventory Lot Usability', '6. Allocation Plan', '7. Quote Feasibility', '8. Recommended Purchases', '9. At-Risk & Escalations', '10. Alternatives Considered']
    memo saved
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 367
    }
    Paragraphs: 0 → 668 (+668)
    All validations PASSED!
    total 152
    drwxr-xr-x 1 root root  4096 Aug 20 19:09 .
    drwxr-xr-x 1 root root  4096 Aug 20 18:45 ..
    -rw-r--r-- 1 root root 74561 Aug 20 19:09 material_sourcing_analysis_workbook.xlsx
    -rw-r--r-- 1 root root 62655 Aug 20 19:09 material_sourcing_recommendation_memo.docx
    
    [stdout]
    saved; sheets: ['1. Read Me & Basis', '2. Executive Summary', '3. Requirement Coverage', '4. Material Pool & Yield', '5. Inventory Lot Usability', '6. Allocation Plan', '7. Quote Feasibility', '8. Recommended Purchases', '9. At-Risk & Escalations', '10. Alternatives Considered']
    memo s

    … 456 more characters of output in the raw trajectory.

78. 108Both deliverables are built, validated, and internally reconciled. What the analysis found Every one of the 26 requireme…249k

    Both deliverables are built, validated, and internally reconciled.

    What the analysis found

    Every one of the 26 requirements can be covered compliantly — but 40% of the stock on the rack cannot be used, and the four cheapest paths in the packet are all barred.

    Demand	8,960 lb across 26 requirements, 6 programs
    From compliant inventory	5,857.25 lb (65.4%), 19 lot allocations
    New purchases	3,624 lb on 12 POs — $32,307.85
    Unusable on-hand stock	6,320 lb of 15,805 lb (40.0%)
    Compliance premium	$5,820 (18.0% of the buy)
    First action required	2026-07-07

    The material that looks available but isn't: 1,430 lb on MRB/inspection holds, 1,580 lb carrying only a Certificate of Conformance (ENG-MSP §2 refuses a C of C for certified hardware), 800 lb of Russian melt from a Not Approved source, 760 lb from a suspended source with untraceable heat, 540 lb from a Conditional distributor, and 1,210 lb of perfectly conforming PRC-melt stock whose only demand sits on DFARS contracts. Three of the minimum-order purchases exist solely because a blocked lot would otherwise have covered the need.

    Judgment calls worth your attention:

    • Yellow River 4340 plate is recommended — for Halcyon only. PRC melt from an approved source with a 3.1 cert is permissible because that contract carries no origin restriction; it is barred on Sable by DFARS. It's the one non-qualifying-origin line in the plan and needs segregation controls.
    • Conditional source = ineligible for new commitments, including allocating on-hand Lone Star material to a new work order. If Supplier Quality reads that differently, the 15-5PH buy drops $3,301.75 — flagged as an assumption.
    • DFARS applied to all material on Raven/Sable, not steel alone, per the plain language of PC-2026-0618 §3. This is the stricter reading and it strands one aluminium lot and one quote.
    • The binding constraint is commercial, not industrial. Nine of twe

    … 1,081 more characters in the raw trajectory.