task_111Manufacturing

187 of 303 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. 3I'll start by locating the material sourcing packet files in the workspace.32k

   I'll start by locating the material sourcing packet files in the workspace.

3. 4Bash1

   Tool execution only — no assistant text

   Bashfind /workspace -maxdepth 4 -type f 2>/dev/null | grep -v '^/workspace/output' | sort (+description)

   Arguments

   List files in workspace to find the material sourcing packet

   find /workspace -maxdepth 4 -type f 2>/dev/null | grep -v '^/workspace/output' | sort

   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
   
   [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
   [metadata]
   noOutputExpected: false

4. 5Found the six source files. Let me examine each one, starting with the demand forecast and inventory snapshot.33k

   Found the six source files. Let me examine each one, starting with the demand forecast and inventory snapshot.

5. 6Bash1

   Tool execution only — no assistant text

   Bashmkdir -p /workspace/output && ls -la /workspace/data/ (+description)1k chars

   Arguments

   Create output directory and confirm data files

   mkdir -p /workspace/output && ls -la /workspace/data/

   Output

   total 71
   drwxr-xr-x 1 root root  4096 Aug 20 16:56 .
   drwxr-xr-x 1 root root  4096 Aug 20 16:56 ..
   -rw-r--r-- 1 root root  7788 Aug 20 16:33 approved_material_source_list.xlsx
   -rw-r--r-- 1 root root  8258 Aug 20 16:33 engineering_material_substitution_policy.pdf
   -rw-r--r-- 1 root root  9968 Aug 20 16:33 inventory_lot_cert_snapshot.xlsx
   -rw-r--r-- 1 root root  9221 Aug 20 16:33 material_demand_forecast.xlsx
   -rw-r--r-- 1 root root 13747 Aug 20 16:33 program_priority_build_schedule.docx
   -rw-r--r-- 1 root root 12985 Aug 20 16:33 supplier_quote_leadtime_matrix.xlsx
   
   [stdout]
   total 71
   drwxr-xr-x 1 root root  4096 Aug 20 16:56 .
   drwxr-xr-x 1 root root  4096 Aug 20 16:56 ..
   -rw-r--r-- 1 root root  7788 Aug 20 16:33 approved_material_source_list.xlsx
   -rw-r--r-- 1 root root  8258 Aug 20 16:33 engineering_material_substitution_policy.pdf
   -rw-r--r-- 1 root root  9968 Aug 20 16:33 inventory_lot_cert_snapshot.xlsx
   -rw-r--r-- 1 root root  9221 Aug 20 16:33 material_demand_forecast.xlsx
   -rw-r--r-- 1 ro

   … 180 more characters of output in the raw trajectory.

6. 8Read34k1

   Tool execution only — no assistant text

   Read/workspace/data/material_demand_forecast.xlsx

   Arguments

   /workspace/data/material_demand_forecast.xlsx

   Output

   <tool_use_error>This tool cannot read binary files. The file appears to be a binary .xlsx file. Please use appropriate tools for binary file analysis.</tool_use_error>
   
   [error] tool reported failure

7. 9Read1

   Tool execution only — no assistant text

   Read/workspace/data/inventory_lot_cert_snapshot.xlsx

   Arguments

   /workspace/data/inventory_lot_cert_snapshot.xlsx

   Output

   <tool_use_error>This tool cannot read binary files. The file appears to be a binary .xlsx file. Please use appropriate tools for binary file analysis.</tool_use_error>
   
   [error] tool reported failure

8. 10Read1

   Tool execution only — no assistant text

   Read/workspace/data/approved_material_source_list.xlsx

   Arguments

   /workspace/data/approved_material_source_list.xlsx

   Output

   <tool_use_error>This tool cannot read binary files. The file appears to be a binary .xlsx file. Please use appropriate tools for binary file analysis.</tool_use_error>
   
   [error] tool reported failure

9. 11Read1

   Tool execution only — no assistant text

   Read/workspace/data/supplier_quote_leadtime_matrix.xlsx

   Arguments

   /workspace/data/supplier_quote_leadtime_matrix.xlsx

   Output

   <tool_use_error>This tool cannot read binary files. The file appears to be a binary .xlsx file. Please use appropriate tools for binary file analysis.</tool_use_error>
   
   [error] tool reported failure

10. 12user{"type": "document", "source": {"type": "base64", "media_type": "application/pdf", "data": "JVBERi0xLjQKJZOMi54gUmVwb3J0…

    {"type": "document", "source": {"type": "base64", "media_type": "application/pdf", "data": "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

    … 9,107 more characters in the raw trajectory.

11. 13Read1

    Tool execution only — no assistant text

    Read/workspace/data/engineering_material_substitution_policy.pdf11k chars

    Arguments

    /workspace/data/engineering_material_substitution_policy.pdf

    Output

    PDF file read: /workspace/data/engineering_material_substitution_policy.pdf (8.1KB)
    
    [metadata]
    type: pdf
    file:
      filePath: /workspace/data/engineering_material_substitution_policy.pdf
      base64: 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

    … 10,245 more characters of output in the raw trajectory.

12. 14Read1

    Tool execution only — no assistant text

    Read/workspace/data/program_priority_build_schedule.docx

    Arguments

    /workspace/data/program_priority_build_schedule.docx

    Output

    <tool_use_error>This tool cannot read binary files. The file appears to be a binary .docx file. Please use appropriate tools for binary file analysis.</tool_use_error>
    
    [error] tool reported failure

13. 16Bash41k1

    Tool execution only — no assistant text

    Bashpython3 -c "import openpyxl; print('openpyxl ok')" 2>&1; python3 -c "import docx; print('python-docx ok')" 2>&1; python3 -c "import pandas; print('pandas ok')" 2>&1 (+description)

    Arguments

    Check for python libraries to read xlsx/docx

    python3 -c "import openpyxl; print('openpyxl ok')" 2>&1; python3 -c "import docx; print('python-docx ok')" 2>&1; python3 -c "import pandas; print('pandas ok')" 2>&1

    Output

    openpyxl ok
    python-docx ok
    pandas ok
    
    [stdout]
    openpyxl ok
    python-docx ok
    pandas ok
    [metadata]
    noOutputExpected: false

14. 18Bash41k1

    Tool execution only — no assistant text

    Bashcd /workspace/data && python3 << 'EOF' import openpyxl files = [ "material_demand_forecast.xlsx", "inventory_lot_cert_snapshot.xlsx", "approved_material_source_list.xlsx", "supplier_quote_leadtime_matrix.xlsx", ] for f in files: print("="*100) print(f) print("="*100) wb = openpyxl.load_workbook(f, data_only=True) for ws in wb.worksheets: print(f"--- Sheet: {ws.title} (dims: {ws.dimensions}) ---") EOF (+description)3k chars

    Arguments

    List sheet names and dimensions for all xlsx files

    cd /workspace/data && python3 << 'EOF'
    import openpyxl
    
    files = [
        "material_demand_forecast.xlsx",
        "inventory_lot_cert_snapshot.xlsx",
        "approved_material_source_list.xlsx",
        "supplier_quote_leadtime_matrix.xlsx",
    ]
    
    for f in files:
        print("="*100)
        print(f)
        print("="*100)
        wb = openpyxl.load_workbook(f, data_only=True)
        for ws in wb.worksheets:
            print(f"--- Sheet: {ws.title} (dims: {ws.dimensions}) ---")
    EOF

    Output

    ====================================================================================================
    material_demand_forecast.xlsx
    ====================================================================================================
    --- Sheet: Demand Forecast (dims: A1:L27) ---
    --- Sheet: README (dims: A1:A15) ---
    ====================================================================================================
    inventory_lot_cert_snapshot.xlsx
    ====================================================================================================
    --- Sheet: Lot Snapshot (dims: A1:Q25) ---
    --- Sheet: README (dims: A1:A18) ---
    ====================================================================================================
    approved_material_source_list.xlsx
    ====================================================================================================
    --- Sheet: Source List (dims: A1:I13) ---
    --- Sheet: README (dims: A1:A14) ---
    ======================================================

    … 1,576 more characters of output in the raw trajectory.

15. 19Now let me dump the full contents of each sheet, starting with the README sheets to understand the schema, then the data…42k

    Now let me dump the full contents of each sheet, starting with the README sheets to understand the schema, then the data sheets.

16. 20Bash1

    Tool execution only — no assistant text

    Bashpython3 << 'EOF' import openpyxl def dump(f, sheet): wb = openpyxl.load_workbook(f, data_only=True) ws = wb[sheet] print("="*100) print(f, "::", sheet) print("="*100) for row in ws.iter_rows(values_only=True): print(row) dump("material_demand_forecast.xlsx", "README") dump("inventory_lot_cert_snapshot.xlsx", "README") dump("approved_material_source_list.xlsx", "README") dump("supplier_quote_leadtime_matrix.xlsx", "README") EOF (+description)15k chars

    Arguments

    Dump README sheets from all xlsx files

    python3 << 'EOF'
    import openpyxl
    
    def dump(f, sheet):
        wb = openpyxl.load_workbook(f, data_only=True)
        ws = wb[sheet]
        print("="*100)
        print(f, "::", sheet)
        print("="*100)
        for row in ws.iter_rows(values_only=True):
            print(row)
    
    dump("material_demand_forecast.xlsx", "README")
    dump("inventory_lot_cert_snapshot.xlsx", "README")
    dump("approved_material_source_list.xlsx", "README")
    dump("supplier_quote_leadtime_matrix.xlsx", "README")
    EOF

    Output

    ====================================================================================================
    material_demand_forecast.xlsx :: README
    ====================================================================================================
    ('Material Demand Forecast — Door/Hinge Mechanism Assemblies',)
    (None,)
    ('Source system: MRP run MRP-2026-0619-R2. Planner: D. Achebe, Materials Planning. Review cycle: 2026-Q3 build wave.',)
    (None,)
    ('Field definitions',)
    ('Requirement ID — unique MRP line identifier; joins to the analysis workbook and to supplier RFQ lines.',)
    ('Program ID / Program Name — owning build program; joins to the Program Priority & Build Schedule.',)
    ('Alloy / Material Spec / Temper or Condition / Product Form — the engineering material callout. All four must be satisfied for a lot or quote to apply.',)
    ('Net Required Usable Qty (lb) — the quantity of conforming, usable material the program needs, expressed in pounds of raw stock after expected machining/yield loss is 

    … 14,036 more characters of output in the raw trajectory.

17. 22Bash45k1

    Tool execution only — no assistant text

    Bashpython3 << 'EOF' import openpyxl def dump(f, sheet): wb = openpyxl.load_workbook(f, data_only=True) ws = wb[sheet] print("="*120) print(f, "::", sheet) print("="*120) for row in ws.iter_rows(values_only=True): print(row) print() dump("material_demand_forecast.xlsx", "Demand Forecast") EOF (+description)10k chars

    Arguments

    Dump demand forecast data

    python3 << 'EOF'
    import openpyxl
    
    def dump(f, sheet):
        wb = openpyxl.load_workbook(f, data_only=True)
        ws = wb[sheet]
        print("="*120)
        print(f, "::", sheet)
        print("="*120)
        for row in ws.iter_rows(values_only=True):
            print(row)
        print()
    
    dump("material_demand_forecast.xlsx", "Demand Forecast")
    EOF

    Output

    ========================================================================================================================
    material_demand_forecast.xlsx :: 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', 

    … 8,522 more characters of output in the raw trajectory.

18. 2326 requirements across 6 programs. Now let's pull the inventory, source list, and quote matrix data.48k

    26 requirements across 6 programs. Now let's pull the inventory, source list, and quote matrix data.

19. 24Bash1

    Tool execution only — no assistant text

    Bashpython3 << 'EOF' import openpyxl def dump(f, sheet): wb = openpyxl.load_workbook(f, data_only=True) ws = wb[sheet] print("="*120) print(f, "::", sheet) print("="*120) for row in ws.iter_rows(values_only=True): print(row) print() dump("inventory_lot_cert_snapshot.xlsx", "Lot Snapshot") EOF (+description)10k chars

    Arguments

    Dump inventory lot snapshot data

    python3 << 'EOF'
    import openpyxl
    
    def dump(f, sheet):
        wb = openpyxl.load_workbook(f, data_only=True)
        ws = wb[sheet]
        print("="*120)
        print(f, "::", sheet)
        print("="*120)
        for row in ws.iter_rows(values_only=True):
            print(row)
        print()
    
    dump("inventory_lot_cert_snapshot.xlsx", "Lot Snapshot")
    EOF

    Output

    ========================================================================================================================
    inventory_lot_cert_snapshot.xlsx :: Lot Snapshot
    ========================================================================================================================
    ('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')
    ('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)')
    ('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')
    ('LOT-8D4B19', 'HEAT-1C9E37', '7075', 'AMS-QQ-A-200/11', 'T6511', 'Extrusion', 'SRC-9F2A4

    … 9,134 more characters of output in the raw trajectory.

20. 2525 inventory lots captured. Now the approved source list and quote matrix.51k

    25 inventory lots captured. Now the approved source list and quote matrix.

21. 26Bash1

    Tool execution only — no assistant text

    Bashpython3 << 'EOF' import openpyxl def dump(f, sheet): wb = openpyxl.load_workbook(f, data_only=True) ws = wb[sheet] print("="*120) print(f, "::", sheet) print("="*120) for row in ws.iter_rows(values_only=True): print(row) print() dump("approved_material_source_list.xlsx", "Source List") EOF (+description)5k chars

    Arguments

    Dump approved material source list data

    python3 << 'EOF'
    import openpyxl
    
    def dump(f, sheet):
        wb = openpyxl.load_workbook(f, data_only=True)
        ws = wb[sheet]
        print("="*120)
        print(f, "::", sheet)
        print("="*120)
        for row in ws.iter_rows(values_only=True):
            print(row)
        print()
    
    dump("approved_material_source_list.xlsx", "Source List")
    EOF

    Output

    ========================================================================================================================
    approved_material_source_list.xlsx :: Source List
    ========================================================================================================================
    ('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 mi

    … 4,180 more characters of output in the raw trajectory.

22. 27Bash53k1

    Tool execution only — no assistant text

    Bashpython3 << 'EOF' import openpyxl def dump(f, sheet): wb = openpyxl.load_workbook(f, data_only=True) ws = wb[sheet] print("="*120) print(f, "::", sheet) print("="*120) for row in ws.iter_rows(values_only=True): print(row) print() dump("supplier_quote_leadtime_matrix.xlsx", "Quote Matrix") EOF (+description)12k chars

    Arguments

    Dump supplier quote and lead-time matrix data

    python3 << 'EOF'
    import openpyxl
    
    def dump(f, sheet):
        wb = openpyxl.load_workbook(f, data_only=True)
        ws = wb[sheet]
        print("="*120)
        print(f, "::", sheet)
        print("="*120)
        for row in ws.iter_rows(values_only=True):
            print(row)
        print()
    
    dump("supplier_quote_leadtime_matrix.xlsx", "Quote Matrix")
    EOF

    Output

    ========================================================================================================================
    supplier_quote_leadtime_matrix.xlsx :: Quote Matrix
    ========================================================================================================================
    ('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')
    ('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')
    ('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')
    ('QTE-3A9F18', 'RFQ-2B7E55', 'SRC-3B7C19', '15-5PH', 'AMS 5862', 'Cond A', 'Plate', 900, 11.75, 10

    … 11,286 more characters of output in the raw trajectory.

23. 29Now let's extract the program priority and build schedule docx.58k

    Now let's extract the program priority and build schedule docx.

24. 30Bash1

    Tool execution only — no assistant text

    Bashpython3 << 'EOF' import docx d = docx.Document("/workspace/data/program_priority_build_schedule.docx") print("=== PARAGRAPHS ===") for p in d.paragraphs: if p.text.strip(): print(f"[{p.style.name}] {p.text}") print() print("=== TABLES ===") for ti, t in enumerate(d.tables): print(f"--- Table {ti} ---") for row in t.rows: cells = [c.text for c in row.cells] print(cells) EOF (+description)

    Arguments

    Extract paragraphs and tables from program priority build schedule docx

    python3 << 'EOF'
    import docx
    
    d = docx.Document("/workspace/data/program_priority_build_schedule.docx")
    
    print("=== PARAGRAPHS ===")
    for p in d.paragraphs:
        if p.text.strip():
            print(f"[{p.style.name}] {p.text}")
    
    print()
    print("=== TABLES ===")
    for ti, t in enumerate(d.tables):
        print(f"--- Table {ti} ---")
        for row in t.rows:
            cells = [c.text for c in row.cells]
            print(cells)
    EOF

    Output

    Exit code 1
    === PARAGRAPHS ===
    [Heading 1] Program Priority & Build Schedule
    Traceback (most recent call last):
      File "<stdin>", line 8, in <module>
    AttributeError: 'NoneType' object has no attribute 'name'
    
    [error] tool reported failure

25. 31Bash58k1

    Tool execution only — no assistant text

    Bashpython3 << 'EOF' import docx d = docx.Document("/workspace/data/program_priority_build_schedule.docx") print("=== PARAGRAPHS ===") for p in d.paragraphs: if p.text.strip(): style = p.style.name if p.style else "None" print(f"[{style}] {p.text}") print() print("=== TABLES ===") for ti, t in enumerate(d.tables): print(f"--- Table {ti} ---") for row in t.rows: cells = [c.text for c in row.cells] print(cells) EOF (+description)8k chars

    Arguments

    Extract paragraphs and tables from program priority build schedule docx (fixed)

    python3 << 'EOF'
    import docx
    
    d = docx.Document("/workspace/data/program_priority_build_schedule.docx")
    
    print("=== PARAGRAPHS ===")
    for p in d.paragraphs:
        if p.text.strip():
            style = p.style.name if p.style else "None"
            print(f"[{style}] {p.text}")
    
    print()
    print("=== TABLES ===")
    for ti, t in enumerate(d.tables):
        print(f"--- Table {ti} ---")
        for row in t.rows:
            cells = [c.text for c in row.cells]
            print(cells)
    EOF

    Output

    === PARAGRAPHS ===
    [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
    [None] Note: build start is the first date material must be available on the floor; raw-material need-by dates in th

    … 7,296 more characters of output in the raw trajectory.

26. 33Let me check for any cell comments or formatting that might carry additional meaning, and verify data types.60k

    Let me check for any cell comments or formatting that might carry additional meaning, and verify data types.

27. 34Bash1

    Tool execution only — no assistant text

    Bashpython3 << 'EOF' import openpyxl files = [ "material_demand_forecast.xlsx", "inventory_lot_cert_snapshot.xlsx", "approved_material_source_list.xlsx", "supplier_quote_leadtime_matrix.xlsx", ] for f in files: wb = openpyxl.load_workbook(f, data_only=True) for ws in wb.worksheets: comments_found = False for row in ws.iter_rows(): for cell in row: if cell.comment: comments_found = True print(f"{f} {ws.title} {cell.coordinate}: COMMENT: {cell.comment.t

    Arguments

    python3 << 'EOF'
    import openpyxl
    
    files = [
        "material_demand_forecast.xlsx",
        "inventory_lot_cert_snapshot.xlsx",
        "approved_material_source_list.xlsx",
        "supplier_quote_leadtime_matrix.xlsx",
    ]
    
    for f in files:
        wb = openpyxl.load_workbook(f, data_only=True)
        for ws in wb.worksheets:
            comments_found = False
            for row in ws.iter_rows():
                for cell in row:
                    if cell.comment:
                        comments_found = True
                        print(f"{f} {ws.title} {cell.coordinate}: COMMENT: {cell.comment.t

    … 169 more characters of arguments in the raw trajectory.

    Output

    material_demand_forecast.xlsx: comments checked
    inventory_lot_cert_snapshot.xlsx: comments checked
    approved_material_source_list.xlsx: comments checked
    supplier_quote_leadtime_matrix.xlsx: comments checked
    
    [stdout]
    material_demand_forecast.xlsx: comments checked
    inventory_lot_cert_snapshot.xlsx: comments checked
    approved_material_source_list.xlsx: comments checked
    supplier_quote_leadtime_matrix.xlsx: comments checked
    [metadata]
    noOutputExpected: false

28. 36I now have a complete picture from all six source documents. Before building the deliverables, let me pull up the docx a…117k

    I now have a complete picture from all six source documents. Before building the deliverables, let me pull up the docx and xlsx skills to follow the correct workflow for generating these files.

29. 37user{"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.

30. 38Skill1

    Tool execution only — no assistant text

    Skillxlsx

    Arguments

    xlsx

    Output

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

31. 39user{"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.

32. 40Skill1

    Tool execution only — no assistant text

    Skilldocx

    Arguments

    docx

    Output

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

33. 42Let me verify the exact data types for date fields before building formulas that depend on date arithmetic.153k

    Let me verify the exact data types for date fields before building formulas that depend on date arithmetic.

34. 43Bash1

    Tool execution only — no assistant text

    Bashpython3 << 'EOF' import openpyxl wb = openpyxl.load_workbook("material_demand_forecast.xlsx", data_only=True) ws = wb["Demand Forecast"] c = ws['J2'] print("Need-By Date cell:", repr(c.value), type(c.value), c.number_format) wb2 = openpyxl.load_workbook("supplier_quote_leadtime_matrix.xlsx", data_only=True) ws2 = wb2["Quote Matrix"] c2 = ws2['L2'] print("Quoted Receipt Date cell:", repr(c2.value), type(c2.value), c2.number_format) c3 = ws2['P2'] print("Quote Expiry cell:", repr(c3.value), type(c3.value), c3.number_format) EOF (+description)

    Arguments

    Check data t

    python3 << 'EOF'
    import openpyxl
    wb = openpyxl.load_workbook("material_demand_forecast.xlsx", data_only=True)
    ws = wb["Demand Forecast"]
    c = ws['J2']
    print("Need-By Date cell:", repr(c.value), type(c.value), c.number_format)
    
    wb2 = openpyxl.load_workbook("supplier_quote_leadtime_matrix.xlsx", data_only=True)
    ws2 = wb2["Quote Matrix"]
    c2 = ws2['L2']
    print("Quoted Receipt Date cell:", repr(c2.value), type(c2.value), c2.number_format)
    c3 = ws2['P2']
    print("Quote Expiry cell:", repr(c3.value), type(c3.value), c3.number_format)
    EOF

    … 41 more characters of arguments in the raw trajectory.

    Output

    Need-By Date cell: '2026-08-10' <class 'str'> General
    Quoted Receipt Date cell: '2026-07-26' <class 'str'> General
    Quote Expiry cell: '2026-07-14' <class 'str'> General
    
    [stdout]
    Need-By Date cell: '2026-08-10' <class 'str'> General
    Quoted Receipt Date cell: '2026-07-26' <class 'str'> General
    Quote Expiry cell: '2026-07-14' <class 'str'> General
    [metadata]
    noOutputExpected: false

35. 45This is a large cross-referenced analysis (26 requirements, 24 lots, 32 quotes, 12 sources against a compliance policy).…159k

    This is a large cross-referenced analysis (26 requirements, 24 lots, 32 quotes, 12 sources against a compliance policy). I've worked through the logic by hand; now let me encode it as a small allocation engine in Python so the arithmetic is provably correct rather than hand-typed, cross-checking it against my manual analysis before building the deliverables.

36. 46Bash1

    Tool execution only — no assistant text

    Bashmkdir -p /workspace/output/build && cat > /workspace/output/build/engine.py << 'PYEOF' import openpyxl, json from datetime import date DATA = "/workspace/data" def load(fname, sheet): wb = openpyxl.load_workbook(f"{DATA}/{fname}", data_only=True) ws = wb[sheet] rows = list(ws.iter_rows(values_only=True)) header, data = rows[0], rows[1:] return [dict(zip(header, r)) for r in data] def pdate(s): y,m,d = map(int, s.split("-")) return date(y,m,d) programs = load("program_priority_build_schedule.docx.xlsx","x") if False else Non18k chars

    Arguments

    mkdir -p /workspace/output/build && cat > /workspace/output/build/engine.py << 'PYEOF'
    import openpyxl, json
    from datetime import date
    
    DATA = "/workspace/data"
    
    def load(fname, sheet):
        wb = openpyxl.load_workbook(f"{DATA}/{fname}", data_only=True)
        ws = wb[sheet]
        rows = list(ws.iter_rows(values_only=True))
        header, data = rows[0], rows[1:]
        return [dict(zip(header, r)) for r in data]
    
    def pdate(s):
        y,m,d = map(int, s.split("-"))
        return date(y,m,d)
    
    programs = load("program_priority_build_schedule.docx.xlsx","x") if False else Non

    … 5,773 more characters of arguments in the raw trajectory.

    Output

    === INVENTORY ELIGIBILITY ===
    LOT-C7A340 ('15-5PH', 'AMS 5659', 'H1025', 'Bar') usable= 252.0 universal_ok= True [] origin= Non-qualifying
    LOT-3E8C71 ('4340', 'AMS 6415', 'Annealed', 'Bar') usable= 416.0 universal_ok= True [] origin= Qualifying (USA)
    LOT-8D4B19 ('7075', 'AMS-QQ-A-200/11', 'T6511', 'Extrusion') usable= 388.85 universal_ok= True [] origin= Qualifying (USA)
    LOT-2C9E14 ('7075', 'AMS-QQ-A-250/12', 'T651', 'Plate') usable= 586.5 universal_ok= True [] origin= Qualifying (USA)
    LOT-3A7C82 ('6061', 'AMS-QQ-A-250/11', 'T651', 'Plate') usable= 765.6 universal_ok= True [] origin= Qualifying (USA)
    LOT-7F3A2B ('7075', 'AMS-QQ-A-250/12', 'T7351', 'Plate') usable= 516.6 universal_ok= True [] origin= Qualifying (USA)
    LOT-A1E9F4 ('6061', 'AMS-QQ-A-250/11', 'T651', 'Plate') usable= 591.6 universal_ok= True [] origin= Qualifying (USA)
    LOT-D6B821 ('4340', 'AMS 6415', 'Annealed', 'Bar') usable= 592.8 universal_ok= False ['cert=C of C'] origin= Qualifying (USA)
    LOT-E8C520 ('6061', 'AMS-QQ-A-2

    … 16,818 more characters of output in the raw trajectory.

37. 48Inventory allocation matches my hand analysis exactly (5,857.25 lb, identical per-requirement shortfalls). Now let me ex…167k

    Inventory allocation matches my hand analysis exactly (5,857.25 lb, identical per-requirement shortfalls). Now let me extend the engine to evaluate quote feasibility/compliance for the remaining shortfalls and verify my purchase recommendations are actually cost-optimal.

38. 49Bash1

    Tool execution only — no assistant text

    Bashcat >> engine.py << 'PYEOF' print() print("=== QUOTE FEASIBILITY FOR EACH SHORTFALL REQUIREMENT ===") need_by = {r["Requirement ID"]: pdate(r["Need-By Date"]) for r in demand} req_sig = {r["Requirement ID"]: sig(r) for r in demand} req_prog = {r["Requirement ID"]: r["Program ID"] for r in demand} for q in quotes: src = sources.get(q["Source ID"]) q["_src"] = src q["cert_ok"] = q["Cert Offered"] in ("3.1","3.2") q["source_approved"] = src["Approval Status"] == "Approved" if src else False q["origin_status"] = src[28k chars

    Arguments

    cat >> engine.py << 'PYEOF'
    
    print()
    print("=== QUOTE FEASIBILITY FOR EACH SHORTFALL REQUIREMENT ===")
    
    need_by = {r["Requirement ID"]: pdate(r["Need-By Date"]) for r in demand}
    req_sig = {r["Requirement ID"]: sig(r) for r in demand}
    req_prog = {r["Requirement ID"]: r["Program ID"] for r in demand}
    
    for q in quotes:
        src = sources.get(q["Source ID"])
        q["_src"] = src
        q["cert_ok"] = q["Cert Offered"] in ("3.1","3.2")
        q["source_approved"] = src["Approval Status"] == "Approved" if src else False
        q["origin_status"] = src[

    … 1,857 more characters of arguments in the raw trajectory.

    Output

    LOT-E8C520 ('6061', 'AMS-QQ-A-250/11', 'T651', 'Plate') usable= 950.4 universal_ok= True [] origin= Qualifying (USA)
    LOT-9C5F28 ('2024', 'AMS-QQ-A-250/4', 'T351', 'Plate') usable= 385.95 universal_ok= True [] origin= Qualifying (USA)
    LOT-5C9A16 ('7075', 'AMS-QQ-A-250/12', 'T7351', 'Plate') usable= 736.0 universal_ok= True [] origin= Non-qualifying
    LOT-7E1C95 ('6061', 'AMS 4117', 'T651', 'Bar') usable= 237.8 universal_ok= True [] origin= Qualifying (USA)
    LOT-5B2E88 ('2024', 'AMS-QQ-A-200/3', 'T3511', 'Extrusion') usable= 323.9 universal_ok= True [] origin= Qualifying (USA)
    LOT-2E6B95 ('7075', 'AMS-QQ-A-200/11', 'T6511', 'Extrusion') usable= 335.4 universal_ok= True [] origin= Qualifying (USA)
    LOT-B3E7C0 ('15-5PH', 'AMS 5862', 'Cond A', 'Plate') usable= 979.4 universal_ok= False ['hold=Quality Hold - MRB'] origin= Qualifying (non-US)
    LOT-2B7E54 ('300M', 'AMS 6419', 'Annealed', 'Bar') usable= 214.6 universal_ok= True [] origin= Non-qualifying
    LOT-8F4D17 ('17-4PH', 'AMS 5604', 'H1075', 'Ba

    … 26,908 more characters of output in the raw trajectory.

39. 51Good catch needed — the engine surfaced a cheaper compliant option I missed by hand (REQ-U4B8). Rather than continue spo…183k

    Good catch needed — the engine surfaced a cheaper compliant option I missed by hand (REQ-U4B8). Rather than continue spot-checking, let me have the engine systematically optimize every purchase decision, including consolidation opportunities across requirements sharing a signature group.

40. 52Bash1

    Tool execution only — no assistant text

    Bashcat >> engine.py << 'PYEOF' print() print("=== OPTIMAL PURCHASE SELECTION (with consolidation check) ===") from itertools import combinations def quote_compliant(q, prog): return q["cert_ok"] and q["source_approved"] and origin_ok_for_program(q["origin_status"], prog["restriction"]) def quote_feasible(q, rid): return (need_by[rid] - q["receipt"]).days > 0 purchase_allocs = [] palloc_id = 0 group_shortfalls = defaultdict(list) for r in shortfall_reqs: group_shortfalls[req_sig[r["Requirement ID"]]].append(r) TOTAL_PURCHASE_COST = 0.06k chars

    Arguments

    cat >> engine.py << 'PYEOF'
    
    print()
    print("=== OPTIMAL PURCHASE SELECTION (with consolidation check) ===")
    
    from itertools import combinations
    
    def quote_compliant(q, prog):
        return q["cert_ok"] and q["source_approved"] and origin_ok_for_program(q["origin_status"], prog["restriction"])
    
    def quote_feasible(q, rid):
        return (need_by[rid] - q["receipt"]).days > 0
    
    purchase_allocs = []
    palloc_id = 0
    group_shortfalls = defaultdict(list)
    for r in shortfall_reqs:
        group_shortfalls[req_sig[r["Requirement ID"]]].append(r)
    
    TOTAL_PURCHASE_COST = 0.0

    … 4,043 more characters of arguments in the raw trajectory.

    Output

    === OPTIMAL PURCHASE SELECTION (with consolidation check) ===
    
    Group ('7075', 'AMS-QQ-A-250/12', 'T7351', 'Plate') shortfalls: [('REQ-H4A2', 325.4), ('REQ-B6N3', 268)]
      Best independent: total=$5577.96  -> REQ-H4A2:QTE-A3F91C($3058.76), REQ-B6N3:QTE-A3F91C($2519.20)
      Best consolidated: QTE-A3F91C order_qty=593.4 total=$5577.96
      >>> CHOOSE INDEPENDENT per requirement
    
    Group ('300M', 'AMS 6419', 'Annealed', 'Bar') shortfalls: [('REQ-C9T1', 176)]
      Best independent: total=$2499.20  -> REQ-C9T1:QTE-8B3F19($2499.20)
      Best consolidated: QTE-8B3F19 order_qty=176 total=$2499.20
      >>> CHOOSE INDEPENDENT per requirement
    
    Group ('15-5PH', 'AMS 5862', 'Cond A', 'Plate') shortfalls: [('REQ-T2C7', 323.8), ('REQ-V1D9', 357)]
      Best independent: total=$8441.92  -> REQ-T2C7:QTE-5D8B72($4015.12), REQ-V1D9:QTE-5D8B72($4426.80)
      Best consolidated: QTE-3A9F18 order_qty=680.8 total=$7999.40
      >>> CHOOSE CONSOLIDATED QTE-3A9F18 (saves $442.52)
    
    Group ('4340', 'AMS 6359', 'Norm', 'Plate') shortfalls: [('

    … 5,358 more characters of output in the raw trajectory.

41. 54The engine caught and corrected an error in my manual pick for REQ-U4B8, and confirmed everything else. Let me now gener…193k

    The engine caught and corrected an error in my manual pick for REQ-U4B8, and confirmed everything else. Let me now generate a complete, verified JSON export covering every lot, quote, and requirement so the deliverables are built from checked data rather than hand-transcription.

42. 55Bash1

    Tool execution only — no assistant text

    Bashcat >> engine.py << 'PYEOF' print() print("=== SANITY TOTALS ===") gross_onhand = sum(l["On Hand Qty (lb)"] for l in inventory) print("Gross on-hand across all lots:", gross_onhand) total_demand = sum(r["Net Required Usable Qty (lb)"] for r in demand) print("Total net required usable qty:", total_demand) eligible_usable_total = sum(l["usable_qty"] for l in inventory if l["universal_ok"]) print("Total usable qty from universally-eligible lots:", round(eligible_usable_total,2)) ineligible_lots = [l for l in inventory if not l["universal_ok"]] print("Uni3k chars

    Arguments

    cat >> engine.py << 'PYEOF'
    
    print()
    print("=== SANITY TOTALS ===")
    gross_onhand = sum(l["On Hand Qty (lb)"] for l in inventory)
    print("Gross on-hand across all lots:", gross_onhand)
    total_demand = sum(r["Net Required Usable Qty (lb)"] for r in demand)
    print("Total net required usable qty:", total_demand)
    eligible_usable_total = sum(l["usable_qty"] for l in inventory if l["universal_ok"])
    print("Total usable qty from universally-eligible lots:", round(eligible_usable_total,2))
    ineligible_lots = [l for l in inventory if not l["universal_ok"]]
    print("Uni

    … 1,792 more characters of arguments in the raw trajectory.

    Output

    Best consolidated: QTE-7E2A85 order_qty=157.0 total=$1742.70
      >>> CHOOSE INDEPENDENT per requirement
    
    Group ('4340', 'AMS 6415', 'Annealed', 'Bar') shortfalls: [('REQ-H7D5', 160.0)]
      Best independent: total=$1337.50  -> REQ-H7D5:QTE-D9F3B1($1337.50)
      Best consolidated: QTE-D9F3B1 order_qty=250 total=$1337.50
      >>> CHOOSE INDEPENDENT per requirement
    
    GRAND TOTAL PURCHASE COST: $32,288.42
    GRAND TOTAL INVENTORY LB: 5,857.25
    
    === SANITY TOTALS ===
    Gross on-hand across all lots: 15805
    Total net required usable qty: 8960
    Total usable qty from universally-eligible lots: 7734.4
    Universally-ineligible lots: 7 usable-equiv sum: 4127.7
    Universally-eligible but fully-unallocated (stranded) lots:
      LOT-C7A340 ('15-5PH', 'AMS 5659', 'H1025', 'Bar') usable= 252.0 origin= Non-qualifying
      LOT-E8C520 ('6061', 'AMS-QQ-A-250/11', 'T651', 'Plate') usable= 950.4 origin= Qualifying (USA)
      LOT-9C5F28 ('2024', 'AMS-QQ-A-250/4', 'T351', 'Plate') usable= 385.95 origin= Qualifying (USA)
      LOT-5C9A16 ('7075',

    … 1,588 more characters of output in the raw trajectory.

43. 57All numbers now reconcile exactly (inventory + purchases = total demand, zero unexplained gap). Let me quickly inspect t…196k

    All numbers now reconcile exactly (inventory + purchases = total demand, zero unexplained gap). Let me quickly inspect the exported JSON structure before building the deliverables from it.

44. 58Bash1

    Tool execution only — no assistant text

    Bashpython3 -c " import json d = json.load(open('state_full.json')) print(list(d.keys())) print('inventory rows:', len(d['inventory'])) print('quotes rows:', len(d['quotes'])) print('demand rows:', len(d['demand'])) print('inv allocs:', len(d['inventory_allocations'])) print('purchase allocs:', len(d['purchase_allocations'])) print('totals:', json.dumps(d['totals'], indent=2)) print() print('sample inventory row:', json.dumps(d['inventory'][0], indent=2, default=str)) print() print('sample purchase alloc:', json.dumps(d['purchase_allocations'][0], indent=2, default=str))3k chars

    Arguments

    python3 -c "
    import json
    d = json.load(open('state_full.json'))
    print(list(d.keys()))
    print('inventory rows:', len(d['inventory']))
    print('quotes rows:', len(d['quotes']))
    print('demand rows:', len(d['demand']))
    print('inv allocs:', len(d['inventory_allocations']))
    print('purchase allocs:', len(d['purchase_allocations']))
    print('totals:', json.dumps(d['totals'], indent=2))
    print()
    print('sample inventory row:', json.dumps(d['inventory'][0], indent=2, default=str))
    print()
    print('sample purchase alloc:', json.dumps(d['purchase_allocations'][0], indent=2, default=str))

    … 7 more characters of arguments in the raw trajectory.

    Output

    ['programs', 'sources', 'inventory', 'quotes', 'demand', 'inventory_allocations', 'purchase_allocations', 'totals']
    inventory rows: 24
    quotes rows: 32
    demand rows: 26
    inv allocs: 23
    purchase allocs: 15
    totals: {
      "gross_onhand": 15805,
      "total_demand": 8960,
      "eligible_usable_total": 7734.4,
      "total_inventory_allocated": 5857.25,
      "total_purchase_cost_all_incl_trivial": 32288.42,
      "ineligible_lot_count": 7,
      "ineligible_lot_usable_equiv": 4127.7
    }
    
    sample inventory row: {
      "Lot ID": "LOT-C7A340",
      "Heat / Cast No.": "HEAT-9F1B66",
      "Alloy": "15-5PH",
      "Material Spec": "AMS 5659",
      "Temper / Condition": "H1025",
      "Product Form": "Bar",
      "Source ID": "SRC-7A6D52",
      "On Hand Qty (lb)": 360,
      "Allocated Qty (lb)": 60,
      "Hold Status": "None",
      "Cert Type": "3.1",
      "Traceability Status": "Full",
      "Received Date": "2026-03-27",
      "Cert Expiry": "-",
      "Yield Factor": 0.84,
      "Storage Location": "Bar Cage B3",
      "Note": "Hangzhou melt (CN)",
      "cert_ok": true,
      "trace_ok":

    … 1,908 more characters of output in the raw trajectory.

45. 60Now I'll build the workbook. Given its size, I'll write it in stages and verify each before moving on.201k

    Now I'll build the workbook. Given its size, I'll write it in stages and verify each before moving on.

46. 61Write1

    Tool execution only — no assistant text

    Write/workspace/output/build/build_xlsx.py (+content)3k chars

    Arguments

    file_path

    /workspace/output/build/build_xlsx.py

    content

    import json
    from openpyxl import Workbook
    from openpyxl.styles import Font, PatternFill, Alignment, Border, Side
    from openpyxl.utils import get_column_letter
    from datetime import date
    
    D = json.load(open("/workspace/output/build/state_full.json"))
    PROGRAMS = D["programs"]
    SOURCES = D["sources"]
    INV = D["inventory"]
    QUOTES = D["quotes"]
    DEMAND = D["demand"]
    INV_ALLOC = D["inventory_allocations"]
    PUR_ALLOC = D["purchase_allocations"]
    TOTALS = D["totals"]
    
    REQ_BY_ID = {r["Requirement ID"]: r for r

    … 2,157 more characters of arguments in the raw trajectory.

    Output

    File created successfully at: /workspace/output/build/build_xlsx.py (file state is current in your context — no need to Read it back)
    
    [metadata]
    type: create
    filePath: /workspace/output/build/build_xlsx.py
    content: |
      import json
      from openpyxl import Workbook
      from openpyxl.styles import Font, PatternFill, Alignment, Border, Side
      from openpyxl.utils import get_column_letter
      from datetime import date
      
      D = json.load(open("/workspace/output/build/state_full.json"))
      PROGRAMS = D["programs"]
      SOURCES = D["sources"]
      INV = D["inventory"]
      QUOTES = D["quotes"]
      DEMAND = D["demand"]
      INV_ALLOC = D["inventory_allocations"]
      PUR_ALLOC = D["purchase_allocations"]
      TOTALS = D["totals"]
      
      REQ_BY_ID = {r["Requirement ID"]: r for r in DEMAND}
      
      def pdate(s):
          y,m,d = map(int, s.split("-"))
          return date(y,m,d)
      
      FONT = "Arial"
      NAVY = "1F3864"
      LBLUE = "D9E2F3"
      LGRAY = "F2F2F2"
      AMBER = "FCE4D6"
      RED = "F8CBCB"
      GREEN = "E2EFDA"
      
      thin

    … 1,991 more characters of output in the raw trajectory.

47. 63Bash201k1

    Tool execution only — no assistant text

    Bashpython3 build_xlsx.py (+description)1k chars

    Arguments

    Run skeleton script to confirm it executes cleanly

    python3 build_xlsx.py

    Output

    Exit code 1
    Workbook skeleton ready; sheets will be added by subsequent scripts.
    Traceback (most recent call last):
      File "/workspace/output/build/build_xlsx.py", line 80, in <module>
        wb.save("/workspace/output/build/_wip.xlsx")
      File "/usr/local/lib/python3.11/site-packages/openpyxl/workbook/workbook.py", line 386, in save
        save_workbook(self, filename)
      File "/usr/local/lib/python3.11/site-packages/openpyxl/writer/excel.py", line 294, in save_workbook
        writer.save()
      File "/usr/local/lib/python3.11/site-packages/openpyxl/writer/excel.py", line 275, in save
        self.write_data()
      File "/usr/local/lib/python3.11/site-packages/openpyxl/writer/excel.py", line 89, in write_data
        archive.writestr(ARC_WORKBOOK, writer.write())
                                       ^^^^^^^^^^^^^^
      File "/usr/local/lib/python3.11/site-packages/openpyxl/workbook/_writer.py", line 150, in write
        self.write_views()
      File "/usr/local/lib/python3.11/site-packages/openpyxl/workbook/_writer.py", 

    … 347 more characters of output in the raw trajectory.

48. 65That error is expected — no sheets exist yet. Let me remove the placeholder save and build the actual sheets now.204k

    That error is expected — no sheets exist yet. Let me remove the placeholder save and build the actual sheets now.

49. 66Edit1

    Tool execution only — no assistant text

    Edit/workspace/output/build/build_xlsx.py (+replace_all, old_string, new_string)14k chars

    Arguments

    replace_all

    false

    file_path

    /workspace/output/build/build_xlsx.py

    old_string

    print("Workbook skeleton ready; sheets will be added by subsequent scripts.")
    wb.save("/workspace/output/build/_wip.xlsx")

    new_string

    # ============================================================
    # SHEET 1: READ ME
    # ============================================================
    ws = new_sheet("Read Me")
    ws.sheet_view.showGridLines = False
    for col, w in zip("ABCDEFG", [4,26,90,4,4,4,4]):
        ws.column_dimensions[col].width = w
    
    r = 2
    ws.cell(row=r, column=2, value="Material Sourcing Ana

    … 4,846 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/output/build/build_xlsx.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/output/build/build_xlsx.py
    oldString: |
      print("Workbook skeleton ready; sheets will be added by subsequent scripts.")
      wb.save("/workspace/output/build/_wip.xlsx")
    newString: |
      # ============================================================
      # SHEET 1: READ ME
      # ============================================================
      ws = new_sheet("Read Me")
      ws.sheet_view.showGridLines = False
      for col, w in zip("ABCDEFG", [4,26,90,4,4,4,4]):
          ws.column_dimensions[col].width = w
      
      r = 2
      ws.cell(row=r, column=2, value="Material Sourcing Analysis Workbook").font = TITLE_FONT
      r += 1
      ws.cell(row=r, column=2, value="2026-Q3 Door/Hinge Mechanism Build Wave — Sourcing & Allocation Review").font = SUBTITLE_FONT
      r += 2
      sections = [
       ("Purpose", "This workbook documents the requirement-level mat

    … 13,021 more characters of output in the raw trajectory.

50. 67Bash204k1

    Tool execution only — no assistant text

    Bashpython3 build_xlsx.py (+description)

    Arguments

    Run script to build Read Me sheet

    python3 build_xlsx.py

    Output

    Sheet 1 (Read Me) done.
    
    [stdout]
    Sheet 1 (Read Me) done.
    [metadata]
    noOutputExpected: false

51. 68Now let's add the two reference sheets (Program Priority and Approved Source List).206k

    Now let's add the two reference sheets (Program Priority and Approved Source List).

52. 69Edit1

    Tool execution only — no assistant text

    Edit/workspace/output/build/build_xlsx.py (+replace_all, old_string, new_string)17k chars

    Arguments

    replace_all

    false

    file_path

    /workspace/output/build/build_xlsx.py

    old_string

    wb.save("/workspace/output/build/_wip.xlsx")
    print("Sheet 1 (Read Me) done.")

    new_string

    wb.save("/workspace/output/build/_wip.xlsx")
    print("Sheet 1 (Read Me) done.")
    
    # ============================================================
    # SHEET 2: PROGRAM REFERENCE
    # ============================================================
    ws = new_sheet("Program Reference")
    ws.cell(row=1, column=1, value="Program Priority & Build Schedule Reference").font = TITLE_FONT
    ws.cell(row=2, column=1, value="

    … 3,870 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/output/build/build_xlsx.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/output/build/build_xlsx.py
    oldString: |
      wb.save("/workspace/output/build/_wip.xlsx")
      print("Sheet 1 (Read Me) done.")
    newString: |
      wb.save("/workspace/output/build/_wip.xlsx")
      print("Sheet 1 (Read Me) done.")
      
      # ============================================================
      # SHEET 2: PROGRAM REFERENCE
      # ============================================================
      ws = new_sheet("Program Reference")
      ws.cell(row=1, column=1, value="Program Priority & Build Schedule Reference").font = TITLE_FONT
      ws.cell(row=2, column=1, value="Source: Program Priority & Build Schedule PC-2026-0618, status as of 2026-06-19. "
                                      "Lower Priority Rank = served first when eligible material is contested.").font = SUBTITLE_FONT
      headers = ["Program ID","Program / Assembly

    … 16,034 more characters of output in the raw trajectory.

53. 70Bash206k1

    Tool execution only — no assistant text

    Bashpython3 build_xlsx.py (+description)

    Arguments

    Run script to build reference sheets

    python3 build_xlsx.py

    Output

    Sheet 1 (Read Me) done.
    Sheet 2 (Program Reference) done.
    Sheet 3 (Source Reference) done.
    
    [stdout]
    Sheet 1 (Read Me) done.
    Sheet 2 (Program Reference) done.
    Sheet 3 (Source Reference) done.
    [metadata]
    noOutputExpected: false

54. 72Now let's build the Inventory Lot Usability sheet with live formulas (usable qty, VLOOKUPs, eligibility gates).212k

    Now let's build the Inventory Lot Usability sheet with live formulas (usable qty, VLOOKUPs, eligibility gates).

55. 73Edit1

    Tool execution only — no assistant text

    Edit/workspace/output/build/build_xlsx.py (+replace_all, old_string, new_string)13k chars

    Arguments

    replace_all

    false

    file_path

    /workspace/output/build/build_xlsx.py

    old_string

    wb.save("/workspace/output/build/_wip.xlsx")
    print("Sheet 3 (Source Reference) done.")

    new_string

    wb.save("/workspace/output/build/_wip.xlsx")
    print("Sheet 3 (Source Reference) done.")
    
    # ============================================================
    # SHEET 4: INVENTORY LOT USABILITY
    # ============================================================
    ws = new_sheet("Inventory Lot Usability")
    ws.cell(row=1, column=1, value="Inventory Lot Usability Assessment").font = TITLE_FONT
    ws.cell(row=

    … 5,513 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/output/build/build_xlsx.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/output/build/build_xlsx.py
    oldString: |
      wb.save("/workspace/output/build/_wip.xlsx")
      print("Sheet 3 (Source Reference) done.")
    newString: |
      wb.save("/workspace/output/build/_wip.xlsx")
      print("Sheet 3 (Source Reference) done.")
      
      # ============================================================
      # SHEET 4: INVENTORY LOT USABILITY
      # ============================================================
      ws = new_sheet("Inventory Lot Usability")
      ws.cell(row=1, column=1, value="Inventory Lot Usability Assessment").font = TITLE_FONT
      ws.cell(row=2, column=1, value="Source: WMS extract WMS-EXP-20260620-0741 + QMS cert fields. Usable Qty = "
          "(On Hand - Allocated) x Yield Factor per ENG-MSP Rev H Sec. 5. Eligibility gates test cert, traceability, "
          "hold, and AMSL source-approval status onl

    … 11,628 more characters of output in the raw trajectory.

56. 74Bash213k1

    Tool execution only — no assistant text

    Bashpython3 build_xlsx.py (+description)

    Arguments

    Run script to build Inventory Lot Usability sheet

    python3 build_xlsx.py

    Output

    Sheet 1 (Read Me) done.
    Sheet 2 (Program Reference) done.
    Sheet 3 (Source Reference) done.
    Sheet 4 (Inventory Lot Usability) done. last row: 28
    
    [stdout]
    Sheet 1 (Read Me) done.
    Sheet 2 (Program Reference) done.
    Sheet 3 (Source Reference) done.
    Sheet 4 (Inventory Lot Usability) done. last row: 28
    [metadata]
    noOutputExpected: false

57. 76Now let's build the Supplier Quote Feasibility sheet, with per-quote compliance classification against every relevant re…218k

    Now let's build the Supplier Quote Feasibility sheet, with per-quote compliance classification against every relevant requirement this cycle.

58. 77Edit1

    Tool execution only — no assistant text

    Edit/workspace/output/build/build_xlsx.py (+replace_all, old_string, new_string)15k chars

    Arguments

    replace_all

    false

    file_path

    /workspace/output/build/build_xlsx.py

    old_string

    wb.save("/workspace/output/build/_wip.xlsx")
    print("Sheet 4 (Inventory Lot Usability) done. last row:", last_inv_row)

    new_string

    wb.save("/workspace/output/build/_wip.xlsx")
    print("Sheet 4 (Inventory Lot Usability) done. last row:", last_inv_row)
    
    # ============================================================
    # Preprocess quote classification (Python, mirrors engine.py rules)
    # ============================================================
    QUALIFYING = {"Qualifying (USA)", "Qualifying (no

    … 6,774 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/output/build/build_xlsx.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/output/build/build_xlsx.py
    oldString: |
      wb.save("/workspace/output/build/_wip.xlsx")
      print("Sheet 4 (Inventory Lot Usability) done. last row:", last_inv_row)
    newString: |
      wb.save("/workspace/output/build/_wip.xlsx")
      print("Sheet 4 (Inventory Lot Usability) done. last row:", last_inv_row)
      
      # ============================================================
      # Preprocess quote classification (Python, mirrors engine.py rules)
      # ============================================================
      QUALIFYING = {"Qualifying (USA)", "Qualifying (non-US)"}
      def origin_ok_for_program(origin_status, restriction):
          if restriction in ("DFARS", "CUST-EU"):
              return origin_status in QUALIFYING
          return True
      
      def sig_of(d):
          return (d["Alloy"], d["Material Spec"], d["Temper / Conditi

    … 14,228 more characters of output in the raw trajectory.

59. 78Bash218k1

    Tool execution only — no assistant text

    Bashpython3 build_xlsx.py (+description)

    Arguments

    Run script to build Supplier Quote Feasibility sheet

    python3 build_xlsx.py

    Output

    Sheet 1 (Read Me) done.
    Sheet 2 (Program Reference) done.
    Sheet 3 (Source Reference) done.
    Sheet 4 (Inventory Lot Usability) done. last row: 28
    Sheet 5 (Supplier Quote Feasibility) done. last row: 36
    
    [stdout]
    Sheet 1 (Read Me) done.
    Sheet 2 (Program Reference) done.
    Sheet 3 (Source Reference) done.
    Sheet 4 (Inventory Lot Usability) done. last row: 28
    Sheet 5 (Supplier Quote Feasibility) done. last row: 36
    [metadata]
    noOutputExpected: false

60. 80Now let's build the Allocation Ledger sheet, combining inventory and purchase allocations into one auditable record.222k

    Now let's build the Allocation Ledger sheet, combining inventory and purchase allocations into one auditable record.

61. 81Edit1

    Tool execution only — no assistant text

    Edit/workspace/output/build/build_xlsx.py (+replace_all, old_string, new_string)10k chars

    Arguments

    replace_all

    false

    file_path

    /workspace/output/build/build_xlsx.py

    old_string

    wb.save("/workspace/output/build/_wip.xlsx")
    print("Sheet 5 (Supplier Quote Feasibility) done. last row:", last_quote_row)

    new_string

    wb.save("/workspace/output/build/_wip.xlsx")
    print("Sheet 5 (Supplier Quote Feasibility) done. last row:", last_quote_row)
    
    # ============================================================
    # SHEET 6: ALLOCATION LEDGER
    # ============================================================
    ws = new_sheet("Allocation Ledger")
    ws.cell(row=1, column=1, value="Allocatio

    … 4,267 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/output/build/build_xlsx.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/output/build/build_xlsx.py
    oldString: |
      wb.save("/workspace/output/build/_wip.xlsx")
      print("Sheet 5 (Supplier Quote Feasibility) done. last row:", last_quote_row)
    newString: |
      wb.save("/workspace/output/build/_wip.xlsx")
      print("Sheet 5 (Supplier Quote Feasibility) done. last row:", last_quote_row)
      
      # ============================================================
      # SHEET 6: ALLOCATION LEDGER
      # ============================================================
      ws = new_sheet("Allocation Ledger")
      ws.cell(row=1, column=1, value="Allocation Ledger — Inventory & Purchase Decisions").font = TITLE_FONT
      ws.cell(row=2, column=1, value="Auditable record of every pound assigned to a requirement this cycle, in program-"
          "priority order. Inventory rows draw down usable on-hand lots (Column G on

    … 9,040 more characters of output in the raw trajectory.

62. 82Bash222k1

    Tool execution only — no assistant text

    Bashpython3 build_xlsx.py (+description)

    Arguments

    Run script to build Allocation Ledger sheet

    python3 build_xlsx.py

    Output

    Sheet 1 (Read Me) done.
    Sheet 2 (Program Reference) done.
    Sheet 3 (Source Reference) done.
    Sheet 4 (Inventory Lot Usability) done. last row: 28
    Sheet 5 (Supplier Quote Feasibility) done. last row: 36
    Sheet 6 (Allocation Ledger) done. rows 5.. 42
    
    [stdout]
    Sheet 1 (Read Me) done.
    Sheet 2 (Program Reference) done.
    Sheet 3 (Source Reference) done.
    Sheet 4 (Inventory Lot Usability) done. last row: 28
    Sheet 5 (Supplier Quote Feasibility) done. last row: 36
    Sheet 6 (Allocation Ledger) done. rows 5.. 42
    [metadata]
    noOutputExpected: false

63. 84Now the core Requirement Coverage & Recommendations sheet, with SUMIFS pulling live from the Allocation Ledger.227k

    Now the core Requirement Coverage & Recommendations sheet, with SUMIFS pulling live from the Allocation Ledger.

64. 85Edit1

    Tool execution only — no assistant text

    Edit/workspace/output/build/build_xlsx.py (+replace_all, old_string, new_string)13k chars

    Arguments

    replace_all

    false

    file_path

    /workspace/output/build/build_xlsx.py

    old_string

    wb.save("/workspace/output/build/_wip.xlsx")
    print("Sheet 6 (Allocation Ledger) done. rows 5..", last_ledger_row)

    new_string

    wb.save("/workspace/output/build/_wip.xlsx")
    print("Sheet 6 (Allocation Ledger) done. rows 5..", last_ledger_row)
    
    # ============================================================
    # SHEET 7: REQUIREMENT COVERAGE & RECOMMENDATIONS
    # ============================================================
    ws = new_sheet("Requirement Coverage")
    ws.cell(row=1, column=1, value="Req

    … 5,701 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/output/build/build_xlsx.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/output/build/build_xlsx.py
    oldString: |
      wb.save("/workspace/output/build/_wip.xlsx")
      print("Sheet 6 (Allocation Ledger) done. rows 5..", last_ledger_row)
    newString: |
      wb.save("/workspace/output/build/_wip.xlsx")
      print("Sheet 6 (Allocation Ledger) done. rows 5..", last_ledger_row)
      
      # ============================================================
      # SHEET 7: REQUIREMENT COVERAGE & RECOMMENDATIONS
      # ============================================================
      ws = new_sheet("Requirement Coverage")
      ws.cell(row=1, column=1, value="Requirement Coverage & Recommended Sourcing Actions").font = TITLE_FONT
      ws.cell(row=2, column=1, value="Source: Material Demand Forecast MRP-2026-0619-R2. Inventory/Purchase Qty Applied "
          "pull live from the Allocation Ledger tab (SUMIFS); Shortfall = Net

    … 11,983 more characters of output in the raw trajectory.

65. 86Bash227k1

    Tool execution only — no assistant text

    Bashpython3 build_xlsx.py (+description)

    Arguments

    Run script to build Requirement Coverage sheet

    python3 build_xlsx.py

    Output

    Sheet 1 (Read Me) done.
    Sheet 2 (Program Reference) done.
    Sheet 3 (Source Reference) done.
    Sheet 4 (Inventory Lot Usability) done. last row: 28
    Sheet 5 (Supplier Quote Feasibility) done. last row: 36
    Sheet 6 (Allocation Ledger) done. rows 5.. 42
    Sheet 7 (Requirement Coverage) done. rows 5.. 30
    
    [stdout]
    Sheet 1 (Read Me) done.
    Sheet 2 (Program Reference) done.
    Sheet 3 (Source Reference) done.
    Sheet 4 (Inventory Lot Usability) done. last row: 28
    Sheet 5 (Supplier Quote Feasibility) done. last row: 36
    Sheet 6 (Allocation Ledger) done. rows 5.. 42
    Sheet 7 (Requirement Coverage) done. rows 5.. 30
    [metadata]
    noOutputExpected: false

66. 88Now let's build the Material Group Waterfall sheet, synthesizing the 13 signature-based contention groups.228k

    Now let's build the Material Group Waterfall sheet, synthesizing the 13 signature-based contention groups.

67. 89Bash1

    Tool execution only — no assistant text

    Bashpython3 << 'EOF' import json from collections import defaultdict D = json.load(open("state_full.json")) DEMAND, INV, PROGRAMS = D["demand"], D["inventory"], D["programs"] def sig(d): return (d["Alloy"], d["Material Spec"], d["Temper / Condition"], d["Product Form"]) groups = defaultdict(list) for r in DEMAND: groups[sig(r)].append(r) print("Number of groups:", len(groups)) for g, reqs in groups.items(): print(g, "->", [(r["Requirement ID"], r["Program ID"]) for r in reqs]) EOF (+description)3k chars

    Arguments

    Confirm the 13 signature groups programmatic

    python3 << 'EOF'
    import json
    from collections import defaultdict
    D = json.load(open("state_full.json"))
    DEMAND, INV, PROGRAMS = D["demand"], D["inventory"], D["programs"]
    
    def sig(d): return (d["Alloy"], d["Material Spec"], d["Temper / Condition"], d["Product Form"])
    groups = defaultdict(list)
    for r in DEMAND:
        groups[sig(r)].append(r)
    print("Number of groups:", len(groups))
    for g, reqs in groups.items():
        print(g, "->", [(r["Requirement ID"], r["Program ID"]) for r in reqs])
    EOF

    … 6 more characters of arguments in the raw trajectory.

    Output

    Number of groups: 13
    ('7075', 'AMS-QQ-A-250/12', 'T7351', 'Plate') -> [('REQ-H4A2', 'PRG-RAVEN'), ('REQ-B6N3', 'PRG-SABLE')]
    ('4340', 'AMS 6415', 'Annealed', 'Bar') -> [('REQ-K9P1', 'PRG-RAVEN'), ('REQ-H7D5', 'PRG-CALDER')]
    ('300M', 'AMS 6419', 'Annealed', 'Bar') -> [('REQ-C9T1', 'PRG-RAVEN')]
    ('15-5PH', 'AMS 5862', 'Cond A', 'Plate') -> [('REQ-X5M3', 'PRG-RAVEN'), ('REQ-T2C7', 'PRG-SABLE'), ('REQ-V1D9', 'PRG-TUNDRA')]
    ('6061', 'AMS 4117', 'T651', 'Bar') -> [('REQ-F6B8', 'PRG-SABLE'), ('REQ-G2J9', 'PRG-MERIDIAN')]
    ('4340', 'AMS 6359', 'Norm', 'Plate') -> [('REQ-L8Q4', 'PRG-SABLE'), ('REQ-Z4V2', 'PRG-HALCYON')]
    ('6061', 'AMS-QQ-A-250/11', 'T651', 'Plate') -> [('REQ-M1X8', 'PRG-MERIDIAN'), ('REQ-Q8L5', 'PRG-HALCYON'), ('REQ-A2F7', 'PRG-CALDER')]
    ('2024', 'AMS-QQ-A-200/3', 'T3511', 'Extrusion') -> [('REQ-D7R4', 'PRG-MERIDIAN'), ('REQ-Y8K2', 'PRG-TUNDRA')]
    ('15-5PH', 'AMS 5659', 'H1025', 'Bar') -> [('REQ-W3F9', 'PRG-MERIDIAN'), ('REQ-W9A3', 'PRG-CALDER')]
    ('7075', 'AMS-QQ-A-250/12', 'T651'

    … 1,768 more characters of output in the raw trajectory.

68. 91Edit232k1

    Tool execution only — no assistant text

    Edit/workspace/output/build/build_xlsx.py (+replace_all, old_string, new_string)12k chars

    Arguments

    replace_all

    false

    file_path

    /workspace/output/build/build_xlsx.py

    old_string

    wb.save("/workspace/output/build/_wip.xlsx")
    print("Sheet 7 (Requirement Coverage) done. rows 5..", last_req_row)

    new_string

    wb.save("/workspace/output/build/_wip.xlsx")
    print("Sheet 7 (Requirement Coverage) done. rows 5..", last_req_row)
    
    # ============================================================
    # SHEET 8: MATERIAL GROUP WATERFALL
    # ============================================================
    ws = new_sheet("Material Group Waterfall")
    ws.cell(row=1, column=1, value="Material-Grou

    … 5,193 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/output/build/build_xlsx.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/output/build/build_xlsx.py
    oldString: |
      wb.save("/workspace/output/build/_wip.xlsx")
      print("Sheet 7 (Requirement Coverage) done. rows 5..", last_req_row)
    newString: |
      wb.save("/workspace/output/build/_wip.xlsx")
      print("Sheet 7 (Requirement Coverage) done. rows 5..", last_req_row)
      
      # ============================================================
      # SHEET 8: MATERIAL GROUP WATERFALL
      # ============================================================
      ws = new_sheet("Material Group Waterfall")
      ws.cell(row=1, column=1, value="Material-Group Contention & Priority Waterfall").font = TITLE_FONT
      ws.cell(row=2, column=1, value="Requirements are grouped by exact alloy/spec/temper/form signature — the only basis "
          "on which ENG-MSP Rev H permits pooling material. Within a group, eligible usabl

    … 10,955 more characters of output in the raw trajectory.

69. 92Bash232k1

    Tool execution only — no assistant text

    Bashpython3 build_xlsx.py (+description)

    Arguments

    Run script to build Material Group Waterfall sheet

    python3 build_xlsx.py

    Output

    Sheet 1 (Read Me) done.
    Sheet 2 (Program Reference) done.
    Sheet 3 (Source Reference) done.
    Sheet 4 (Inventory Lot Usability) done. last row: 28
    Sheet 5 (Supplier Quote Feasibility) done. last row: 36
    Sheet 6 (Allocation Ledger) done. rows 5.. 42
    Sheet 7 (Requirement Coverage) done. rows 5.. 30
    Sheet 8 (Material Group Waterfall) done. rows 5.. 17
    
    [stdout]
    Sheet 1 (Read Me) done.
    Sheet 2 (Program Reference) done.
    Sheet 3 (Source Reference) done.
    Sheet 4 (Inventory Lot Usability) done. last row: 28
    Sheet 5 (Supplier Quote Feasibility) done. last row: 36
    Sheet 6 (Allocation Ledger) done. rows 5.. 42
    Sheet 7 (Requirement Coverage) done. rows 5.. 30
    Sheet 8 (Material Group Waterfall) done. rows 5.. 17
    [metadata]
    noOutputExpected: false

70. 94Now the At-Risk & Escalations sheet and the Cost & Alternatives Considered summary.241k

    Now the At-Risk & Escalations sheet and the Cost & Alternatives Considered summary.

71. 95Edit1

    Tool execution only — no assistant text

    Edit/workspace/output/build/build_xlsx.py (+replace_all, old_string, new_string)17k chars

    Arguments

    replace_all

    false

    file_path

    /workspace/output/build/build_xlsx.py

    old_string

    wb.save("/workspace/output/build/_wip.xlsx")
    print("Sheet 8 (Material Group Waterfall) done. rows 5..", last_wf_row)

    new_string

    wb.save("/workspace/output/build/_wip.xlsx")
    print("Sheet 8 (Material Group Waterfall) done. rows 5..", last_wf_row)
    
    # ============================================================
    # SHEET 9: AT-RISK REQUIREMENTS & ESCALATIONS
    # ============================================================
    ws = new_sheet("At-Risk & Escalations")
    ws.cell(row=1, column=1, value="

    … 7,502 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/output/build/build_xlsx.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/output/build/build_xlsx.py
    oldString: |
      wb.save("/workspace/output/build/_wip.xlsx")
      print("Sheet 8 (Material Group Waterfall) done. rows 5..", last_wf_row)
    newString: |
      wb.save("/workspace/output/build/_wip.xlsx")
      print("Sheet 8 (Material Group Waterfall) done. rows 5..", last_wf_row)
      
      # ============================================================
      # SHEET 9: AT-RISK REQUIREMENTS & ESCALATIONS
      # ============================================================
      ws = new_sheet("At-Risk & Escalations")
      ws.cell(row=1, column=1, value="At-Risk Requirements & Required Escalations").font = TITLE_FONT
      ws.cell(row=2, column=1, value="Per ENG-MSP Rev H Sec. 7, any requirement or lot blocked by certification, "
          "traceability, source approval, country-of-origin, hold status, usable-quantity

    … 15,608 more characters of output in the raw trajectory.

72. 96Bash241k1

    Tool execution only — no assistant text

    Bashpython3 build_xlsx.py (+description)

    Arguments

    Run script to build At-Risk & Escalations sheet

    python3 build_xlsx.py

    Output

    Sheet 1 (Read Me) done.
    Sheet 2 (Program Reference) done.
    Sheet 3 (Source Reference) done.
    Sheet 4 (Inventory Lot Usability) done. last row: 28
    Sheet 5 (Supplier Quote Feasibility) done. last row: 36
    Sheet 6 (Allocation Ledger) done. rows 5.. 42
    Sheet 7 (Requirement Coverage) done. rows 5.. 30
    Sheet 8 (Material Group Waterfall) done. rows 5.. 17
    Sheet 9 (At-Risk & Escalations) done. rows 5.. 14
    
    [stdout]
    Sheet 1 (Read Me) done.
    Sheet 2 (Program Reference) done.
    Sheet 3 (Source Reference) done.
    Sheet 4 (Inventory Lot Usability) done. last row: 28
    Sheet 5 (Supplier Quote Feasibility) done. last row: 36
    Sheet 6 (Allocation Ledger) done. rows 5.. 42
    Sheet 7 (Requirement Coverage) done. rows 5.. 30
    Sheet 8 (Material Group Waterfall) done. rows 5.. 17
    Sheet 9 (At-Risk & Escalations) done. rows 5.. 14
    [metadata]
    noOutputExpected: false

73. 97Now the final sheet: Cost & Alternatives Considered summary, with key metrics and documented tradeoffs.245k

    Now the final sheet: Cost & Alternatives Considered summary, with key metrics and documented tradeoffs.

74. 98Edit1

    Tool execution only — no assistant text

    Edit/workspace/output/build/build_xlsx.py (+replace_all, old_string, new_string)17k chars

    Arguments

    replace_all

    false

    file_path

    /workspace/output/build/build_xlsx.py

    old_string

    wb.save("/workspace/output/build/_wip.xlsx")
    print("Sheet 9 (At-Risk & Escalations) done. rows 5..", last_esc_row)

    new_string

    wb.save("/workspace/output/build/_wip.xlsx")
    print("Sheet 9 (At-Risk & Escalations) done. rows 5..", last_esc_row)
    
    # ============================================================
    # SHEET 10: COST & ALTERNATIVES CONSIDERED SUMMARY
    # ============================================================
    ws = new_sheet("Cost & Alternatives Summary")
    ws.cell(row=1, column=1, v

    … 7,788 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/output/build/build_xlsx.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/output/build/build_xlsx.py
    oldString: |
      wb.save("/workspace/output/build/_wip.xlsx")
      print("Sheet 9 (At-Risk & Escalations) done. rows 5..", last_esc_row)
    newString: |
      wb.save("/workspace/output/build/_wip.xlsx")
      print("Sheet 9 (At-Risk & Escalations) done. rows 5..", last_esc_row)
      
      # ============================================================
      # SHEET 10: COST & ALTERNATIVES CONSIDERED SUMMARY
      # ============================================================
      ws = new_sheet("Cost & Alternatives Summary")
      ws.cell(row=1, column=1, value="Cost Summary & Alternatives Considered").font = TITLE_FONT
      ws.cell(row=2, column=1, value="Key metrics pull live from the Requirement Coverage and Allocation Ledger tabs. "
          "The table below documents notable tradeoffs among compliant options and

    … 16,252 more characters of output in the raw trajectory.

75. 99Bash245k1

    Tool execution only — no assistant text

    Bashpython3 build_xlsx.py (+description)1k chars

    Arguments

    Run script to build final Cost & Alternatives summary sheet

    python3 build_xlsx.py

    Output

    Sheet 1 (Read Me) done.
    Sheet 2 (Program Reference) done.
    Sheet 3 (Source Reference) done.
    Sheet 4 (Inventory Lot Usability) done. last row: 28
    Sheet 5 (Supplier Quote Feasibility) done. last row: 36
    Sheet 6 (Allocation Ledger) done. rows 5.. 42
    Sheet 7 (Requirement Coverage) done. rows 5.. 30
    Sheet 8 (Material Group Waterfall) done. rows 5.. 17
    Sheet 9 (At-Risk & Escalations) done. rows 5.. 14
    Sheet 10 (Cost & Alternatives Summary) done.
    
    All sheets built. Sheet order: ['Read Me', 'Program Reference', 'Source Reference (AMSL)', 'Inventory Lot Usability', 'Supplier Quote Feasibility', 'Allocation Ledger', 'Requirement Coverage', 'Material Group Waterfall', 'At-Risk & Escalations', 'Cost & Alternatives Summary']
    
    [stdout]
    Sheet 1 (Read Me) done.
    Sheet 2 (Program Reference) done.
    Sheet 3 (Source Reference) done.
    Sheet 4 (Inventory Lot Usability) done. last row: 28
    Sheet 5 (Supplier Quote Feasibility) done. last row: 36
    Sheet 6 (Allocation Ledger) done. rows 5.. 42
    Sheet 7 (Requirement Co

    … 490 more characters of output in the raw trajectory.

76. 101All 10 sheets built. Now let's save to the final output path and run recalc to verify all formulas evaluate cleanly.246k

    All 10 sheets built. Now let's save to the final output path and run recalc to verify all formulas evaluate cleanly.

77. 102Edit1

    Tool execution only — no assistant text

    Edit/workspace/output/build/build_xlsx.py (+replace_all, old_string, new_string)

    Arguments

    replace_all

    false

    file_path

    /workspace/output/build/build_xlsx.py

    old_string

    print("\nAll sheets built. Sheet order:", wb.sheetnames)

    new_string

    print("\nAll sheets built. Sheet order:", wb.sheetnames)
    wb.save("/workspace/output/material_sourcing_analysis_workbook.xlsx")
    print("Saved final workbook.")

    Output

    The file /workspace/output/build/build_xlsx.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/output/build/build_xlsx.py
    oldString: print("\nAll sheets built. Sheet order:", wb.sheetnames)
    newString: |
      print("\nAll sheets built. Sheet order:", wb.sheetnames)
      wb.save("/workspace/output/material_sourcing_analysis_workbook.xlsx")
      print("Saved final workbook.")
    originalFile: null
    structuredPatch:
      -
        oldStart: 899
        oldLines: 3
        newStart: 899
        newLines: 5
        lines:
          -  print("Sheet 10 (Cost & Alternatives Summary) done.")
          -  
          -  print("\nAll sheets built. Sheet order:", wb.sheetnames)
          - +wb.save("/workspace/output/material_sourcing_analysis_workbook.xlsx")
          - +print("Saved final workbook.")
    userModified: false
    replaceAll: false

78. 103Bash246k1

    Tool execution only — no assistant text

    Bashpython3 build_xlsx.py 2>&1 | tail -5 && find / -maxdepth 6 -iname "recalc.py" 2>/dev/null (+description)

    Arguments

    Build final workbook and locate the recalc.py script

    python3 build_xlsx.py 2>&1 | tail -5 && find / -maxdepth 6 -iname "recalc.py" 2>/dev/null

    Output

    Sheet 9 (At-Risk & Escalations) done. rows 5.. 14
    Sheet 10 (Cost & Alternatives Summary) done.
    
    All sheets built. Sheet order: ['Read Me', 'Program Reference', 'Source Reference (AMSL)', 'Inventory Lot Usability', 'Supplier Quote Feasibility', 'Allocation Ledger', 'Requirement Coverage', 'Material Group Waterfall', 'At-Risk & Escalations', 'Cost & Alternatives Summary']
    Saved final workbook.
    /harbor/skills/xlsx/scripts/recalc.py
    
    [stdout]
    Sheet 9 (At-Risk & Escalations) done. rows 5.. 14
    Sheet 10 (Cost & Alternatives Summary) done.
    
    All sheets built. Sheet order: ['Read Me', 'Program Reference', 'Source Reference (AMSL)', 'Inventory Lot Usability', 'Supplier Quote Feasibility', 'Allocation Ledger', 'Requirement Coverage', 'Material Group Waterfall', 'At-Risk & Escalations', 'Cost & Alternatives Summary']
    Saved final workbook.
    /harbor/skills/xlsx/scripts/recalc.py
    [metadata]
    returnCodeInterpretation: Some directories were inaccessible
    noOutputExpected: false

79. 104Bash247k1

    Tool execution only — no assistant text

    Bashcd /workspace/output && python3 /harbor/skills/xlsx/scripts/recalc.py material_sourcing_analysis_workbook.xlsx 120 (+description)

    Arguments

    Recalculate all formulas and check for errors

    cd /workspace/output && python3 /harbor/skills/xlsx/scripts/recalc.py material_sourcing_analysis_workbook.xlsx 120

    Output

    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 797
    }
    
    [stdout]
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 797
    }
    [metadata]
    noOutputExpected: false

80. 106Zero formula errors across 797 formulas. Let me verify the recalculated values actually match my engine's verified total…248k

    Zero formula errors across 797 formulas. Let me verify the recalculated values actually match my engine's verified totals.

81. 107Bash1

    Tool execution only — no assistant text

    Bashpython3 << 'EOF' import openpyxl wb = openpyxl.load_workbook("material_sourcing_analysis_workbook.xlsx", data_only=True) ws = wb["Requirement Coverage"] print("=== Requirement Coverage totals row ===") for row in ws.iter_rows(min_row=32, max_row=32, values_only=False): for c in row: if c.value is not None: print(c.coordinate, c.value) print() print("=== Requirement Coverage sample rows (status/shortfall) ===") for row in ws.iter_rows(min_row=5, max_row=30, values_only=True): rid, shortfall, status = row[0], row[15], row[16] i5k chars

    Arguments

    python3 << 'EOF'
    import openpyxl
    wb = openpyxl.load_workbook("material_sourcing_analysis_workbook.xlsx", data_only=True)
    
    ws = wb["Requirement Coverage"]
    print("=== Requirement Coverage totals row ===")
    for row in ws.iter_rows(min_row=32, max_row=32, values_only=False):
        for c in row:
            if c.value is not None:
                print(c.coordinate, c.value)
    
    print()
    print("=== Requirement Coverage sample rows (status/shortfall) ===")
    for row in ws.iter_rows(min_row=5, max_row=30, values_only=True):
        rid, shortfall, status = row[0], row[15], row[16]
        i

    … 953 more characters of arguments in the raw trajectory.

    Output

    === Requirement Coverage totals row ===
    I32 Totals:
    J32 8960
    M32 5857.25
    N32 3101
    O32 8958.25
    P32 1.75
    
    === Requirement Coverage sample rows (status/shortfall) ===
    REQ-E9C1 shortfall= 1.75 status= De Minimis Shortfall - Practical Resolution
    
    === Allocation Ledger total row ===
    F44 Total:
    G44 8960
    I44 28027.15
    
    === Cost & Alternatives KPIs ===
    Key Metrics -> None
    Total requirements this cycle -> 26
    Total net required usable qty (lb) -> 8960
    Total covered from compliant inventory (lb) -> 5857.25
    Total covered from new purchase (lb) -> 3101
    Residual unresourced shortfall (lb) -> 1.75
    Requirements fully covered -> 25
    Requirements with de minimis / escalation flag -> 1
    Distinct recommended supplier POs -> 11
    Total recommended new-purchase spend ($) -> 30063.42
    Gross on-hand inventory reviewed (lb) -> 15805
    Inventory lots ineligible for certified production (count) -> 7
    Usable-equiv. lb tied up in ineligible/stranded lots -> 5078.3
    
    === Inventory sheet: check formula-driven columns for a few

    … 3,846 more characters of output in the raw trajectory.

82. 109I found a real bug: the ledger's Extended Cost formula uses the requirement-need quantity rather than the actual order q…252k

    I found a real bug: the ledger's Extended Cost formula uses the requirement-need quantity rather than the actual order quantity, understating cost on rows where a supplier minimum forces a larger buy. Let me fix that.

83. 110Bash1

    Tool execution only — no assistant text

    Bashgrep -n "Order Qty\|pooled_order_qty\|order_qty\|headers = \[\"Alloc ID\"" /workspace/output/build/build_xlsx.py | head -30 (+description)

    Arguments

    Locate the ledger column definitions to patch in a separate order-qty column

    grep -n "Order Qty\|pooled_order_qty\|order_qty\|headers = \[\"Alloc ID\"" /workspace/output/build/build_xlsx.py | head -30

    Output

    440:headers = ["Alloc ID","Type","Lot/Quote\nRef","Requirement\nID","Program\nID","Priority\nRank",
    
    [stdout]
    440:headers = ["Alloc ID","Type","Lot/Quote\nRef","Requirement\nID","Program\nID","Priority\nRank",
    [metadata]
    noOutputExpected: false

84. 112Read252k1

    Tool execution only — no assistant text

    Read/workspace/output/build/build_xlsx.py (+offset, limit)11k chars

    Arguments

    file_path

    /workspace/output/build/build_xlsx.py

    offset

    428

    limit

    88

    Output

    428	
    429	wb.save("/workspace/output/build/_wip.xlsx")
    430	print("Sheet 5 (Supplier Quote Feasibility) done. last row:", last_quote_row)
    431	
    432	# ============================================================
    433	# SHEET 6: ALLOCATION LEDGER
    434	# ============================================================
    435	ws = new_sheet("Allocation Ledger")
    436	ws.cell(row=1, column=1, value="Allocation Ledger — Inventory & Purchase Decisions").font = TITLE_FONT
    437	ws.cell(row=2, column=1, value="Auditable record of every pound assigned to a requirement this cycle, in program-"
    438	    "priority order. Inventory rows draw down usable on-hand lots (Column G on the Inventory tab); purchase rows "
    439	    "recommend a specific supplier quote sized to the residual need after inventory.").font = SUBTITLE_FONT
    440	headers = ["Alloc ID","Type","Lot/Quote\nRef","Requirement\nID","Program\nID","Priority\nRank",
    441	           "Qty Allocated\n(lb)","Unit Price\n($/lb)","Extended\nCost ($)","Schedule Margin

    … 10,386 more characters of output in the raw trajectory.

85. 114Bash255k1

    Tool execution only — no assistant text

    Bashgrep -n "Allocation Ledger'!\$K\|Allocation Ledger'!\$G\|last_ledger_row\|tot_row = " /workspace/output/build/build_xlsx.py (+description)2k chars

    Arguments

    Find all cross-sheet references to Allocation Ledger columns that need updating

    grep -n "Allocation Ledger'!\$K\|Allocation Ledger'!\$G\|last_ledger_row\|tot_row = " /workspace/output/build/build_xlsx.py

    Output

    263:    ws.cell(row=r_, column=25, value=f"=SUMIF('Allocation Ledger'!$C:$C,A{r_},'Allocation Ledger'!$G:$G)")
    495:last_ledger_row = row - 1
    497:ws.cell(row=row+1, column=7, value=f"=SUM(G5:G{last_ledger_row})").number_format = "#,##0.00"
    499:ws.cell(row=row+1, column=9, value=f"=SUM(I5:I{last_ledger_row})").number_format = "$#,##0.00"
    504:print("Sheet 6 (Allocation Ledger) done. rows 5..", last_ledger_row)
    565:    ws.cell(row=r_, column=13, value=f"=SUMIFS('Allocation Ledger'!$G:$G,'Allocation Ledger'!$D:$D,A{r_},'Allocation Ledger'!$B:$B,\"Inventory\")")
    566:    ws.cell(row=r_, column=14, value=f"=SUMIFS('Allocation Ledger'!$G:$G,'Allocation Ledger'!$D:$D,A{r_},'Allocation Ledger'!$B:$B,\"Purchase\",'Allocation Ledger'!$K:$K,\"Yes\")")
    591:tot_row = row + 1
    
    [stdout]
    263:    ws.cell(row=r_, column=25, value=f"=SUMIF('Allocation Ledger'!$C:$C,A{r_},'Allocation Ledger'!$G:$G)")
    495:last_ledger_row = row - 1
    497:ws.cell(row=row+1, column=7, value=f"=SUM(G5:G{last_ledger_row})").number_f

    … 588 more characters of output in the raw trajectory.

86. 116Edit260k1

    Tool execution only — no assistant text

    Edit/workspace/output/build/build_xlsx.py (+replace_all, old_string)15k chars

    Arguments

    replace_all

    false

    file_path

    /workspace/output/build/build_xlsx.py

    old_string

    headers = ["Alloc ID","Type","Lot/Quote\nRef","Requirement\nID","Program\nID","Priority\nRank",
               "Qty Allocated\n(lb)","Unit Price\n($/lb)","Extended\nCost ($)","Schedule Margin\n(days, purchase only)",
               "Recommended?","Notes / Rationale"]
    widths = [12,11,13,13,13,9,11,10,11,14,12,72]
    header_row(ws, 4, headers, widths)
    
    PROG_RANGE = "'Program Reference'!$A$5:$G$10"
    row = 5
    ledger_rows = []
    for a in INV_ALLOC:
        ledger_rows.append(dict(id=a["i

    … 7,698 more characters of arguments in the raw trajectory.

    Output

    The file /workspace/output/build/build_xlsx.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/output/build/build_xlsx.py
    oldString: |
      headers = ["Alloc ID","Type","Lot/Quote\nRef","Requirement\nID","Program\nID","Priority\nRank",
                 "Qty Allocated\n(lb)","Unit Price\n($/lb)","Extended\nCost ($)","Schedule Margin\n(days, purchase only)",
                 "Recommended?","Notes / Rationale"]
      widths = [12,11,13,13,13,9,11,10,11,14,12,72]
      header_row(ws, 4, headers, widths)
      
      PROG_RANGE = "'Program Reference'!$A$5:$G$10"
      row = 5
      ledger_rows = []
      for a in INV_ALLOC:
          ledger_rows.append(dict(id=a["id"], type="Inventory", ref=a["ref"], req=a["req"], prog=a["prog"],
                                   qty=a["qty"], price=0.0, margin=None, recommended="Yes",
                                   note=f"Compliant on-hand inventory applied under program-priority

    … 14,237 more characters of output in the raw trajectory.

87. 118Now fix the downstream reference to the "Recommended?" column, which shifted from K to L.261k

    Now fix the downstream reference to the "Recommended?" column, which shifted from K to L.

88. 119Bash1

    Tool execution only — no assistant text

    Bashgrep -n "Allocation Ledger'!\$K:\$K" /workspace/output/build/build_xlsx.py (+description)

    Arguments

    Find the now-stale column K reference

    grep -n "Allocation Ledger'!\$K:\$K" /workspace/output/build/build_xlsx.py

    Output

    573:    ws.cell(row=r_, column=14, value=f"=SUMIFS('Allocation Ledger'!$G:$G,'Allocation Ledger'!$D:$D,A{r_},'Allocation Ledger'!$B:$B,\"Purchase\",'Allocation Ledger'!$K:$K,\"Yes\")")
    
    [stdout]
    573:    ws.cell(row=r_, column=14, value=f"=SUMIFS('Allocation Ledger'!$G:$G,'Allocation Ledger'!$D:$D,A{r_},'Allocation Ledger'!$B:$B,\"Purchase\",'Allocation Ledger'!$K:$K,\"Yes\")")
    [metadata]
    noOutputExpected: false

89. 120Edit261k1

    Tool execution only — no assistant text

    Edit/workspace/output/build/build_xlsx.py (+replace_all, old_string, new_string)2k chars

    Arguments

    replace_all

    false

    file_path

    /workspace/output/build/build_xlsx.py

    old_string

        ws.cell(row=r_, column=14, value=f"=SUMIFS('Allocation Ledger'!$G:$G,'Allocation Ledger'!$D:$D,A{r_},'Allocation Ledger'!$B:$B,\"Purchase\",'Allocation Ledger'!$K:$K,\"Yes\")")

    new_string

        ws.cell(row=r_, column=14, value=f"=SUMIFS('Allocation Ledger'!$G:$G,'Allocation Ledger'!$D:$D,A{r_},'Allocation Ledger'!$B:$B,\"Purchase\",'Allocation Ledger'!$L:$L,\"Yes\")")

    Output

    The file /workspace/output/build/build_xlsx.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/output/build/build_xlsx.py
    oldString:     ws.cell(row=r_, column=14, value=f"=SUMIFS('Allocation Ledger'!$G:$G,'Allocation Ledger'!$D:$D,A{r_},'Allocation Ledger'!$B:$B,\"Purchase\",'Allocation Ledger'!$K:$K,\"Yes\")")
    newString:     ws.cell(row=r_, column=14, value=f"=SUMIFS('Allocation Ledger'!$G:$G,'Allocation Ledger'!$D:$D,A{r_},'Allocation Ledger'!$B:$B,\"Purchase\",'Allocation Ledger'!$L:$L,\"Yes\")")
    originalFile: null
    structuredPatch:
      -
        oldStart: 570
        oldLines: 7
        newStart: 570
        newLines: 7
        lines:
          -      ws.cell(row=r_, column=4, value=f'=VLOOKUP(B{r_},{PROG_RANGE},4,FALSE)')
          -      ws.cell(row=r_, column=5, value=f'=VLOOKUP(B{r_},{PROG_RANGE},6,FALSE)')
          -      ws.cell(row=r_, column=13, value=f"=SUMIFS('Allocation Ledger'!$G:$G,'Allocation Ledger'!$

    … 715 more characters of output in the raw trajectory.

90. 122Bash263k1

    Tool execution only — no assistant text

    Bashgrep -n "Total recommended new-purchase spend\|Distinct recommended supplier" /workspace/output/build/build_xlsx.py (+description)

    Arguments

    Locate KPI lines to make cost figure a live formula

    grep -n "Total recommended new-purchase spend\|Distinct recommended supplier" /workspace/output/build/build_xlsx.py

    Output

    815:    ("Distinct recommended supplier POs", 11),
    816:    ("Total recommended new-purchase spend ($)", 30063.42),
    
    [stdout]
    815:    ("Distinct recommended supplier POs", 11),
    816:    ("Total recommended new-purchase spend ($)", 30063.42),
    [metadata]
    noOutputExpected: false

91. 123Edit263k1

    Tool execution only — no assistant text

    Edit/workspace/output/build/build_xlsx.py (+replace_all, old_string, new_string)2k chars

    Arguments

    replace_all

    false

    file_path

    /workspace/output/build/build_xlsx.py

    old_string

        ("Distinct recommended supplier POs", 11),
        ("Total recommended new-purchase spend ($)", 30063.42),

    new_string

        ("Distinct recommended supplier POs", 11),
        ("Total recommended new-purchase spend ($)",
         '=SUMIFS(\'Allocation Ledger\'!J:J,\'Allocation Ledger\'!L:L,"Yes",\'Allocation Ledger\'!B:B,"Purchase")'),

    Output

    The file /workspace/output/build/build_xlsx.py has been updated successfully. (file state is current in your context — no need to Read it back)
    
    [metadata]
    filePath: /workspace/output/build/build_xlsx.py
    oldString: |
          ("Distinct recommended supplier POs", 11),
          ("Total recommended new-purchase spend ($)", 30063.42),
    newString: |
          ("Distinct recommended supplier POs", 11),
          ("Total recommended new-purchase spend ($)",
           '=SUMIFS(\'Allocation Ledger\'!J:J,\'Allocation Ledger\'!L:L,"Yes",\'Allocation Ledger\'!B:B,"Purchase")'),
    originalFile: null
    structuredPatch:
      -
        oldStart: 813
        oldLines: 7
        newStart: 813
        newLines: 8
        lines:
          -      ("Requirements fully covered", '=COUNTIF(\'Requirement Coverage\'!Q5:Q30,"Fully Covered")'),
          -      ("Requirements with de minimis / escalation flag", '=COUNTIF(\'Requirement Coverage\'!Q5:Q30,"De Minimis Shortfall - Practical Resolution")'),
          -      ("Distinct recommended supplier P

    … 571 more characters of output in the raw trajectory.

92. 125Bash264k1

    Tool execution only — no assistant text

    Bashgrep -n 'isinstance(val, str) and val.startswith' /workspace/output/build/build_xlsx.py (+description)

    Arguments

    Find the number-format branching logic for KPI cells

    grep -n 'isinstance(val, str) and val.startswith' /workspace/output/build/build_xlsx.py

    Output

    827:    if isinstance(val, str) and val.startswith("="):
    
    [stdout]
    827:    if isinstance(val, str) and val.startswith("="):
    [metadata]
    noOutputExpected: false

93. 53 steps omitted here to fit the trajectory's byte budget — the raw trajectory has every one.
94. 179Bash1

    Tool execution only — no assistant text

    Bashcd /workspace/output && python3 /harbor/skills/xlsx/scripts/recalc.py material_sourcing_analysis_workbook.xlsx 120 (+description)

    Arguments

    Recalculate from the correct output directory

    cd /workspace/output && python3 /harbor/skills/xlsx/scripts/recalc.py material_sourcing_analysis_workbook.xlsx 120

    Output

    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 800
    }
    
    [stdout]
    {
      "status": "success",
      "total_errors": 0,
      "error_summary": {},
      "total_formulas": 800
    }
    [metadata]
    noOutputExpected: false

95. 180Zero errors. Let's confirm the verdict fix took effect and do one last full consistency check.293k

    Zero errors. Let's confirm the verdict fix took effect and do one last full consistency check.

96. 181Bash1

    Tool execution only — no assistant text

    Bashpython3 << 'EOF' import openpyxl wb = openpyxl.load_workbook("material_sourcing_analysis_workbook.xlsx", data_only=True) ws2 = wb["Supplier Quote Feasibility"] for row in ws2.iter_rows(min_row=5, max_row=36, values_only=True): if row[0] == "QTE-C1E7B4": print(row[0], "->", row[21]) verdicts = {} for row in ws2.iter_rows(min_row=5, max_row=36, values_only=True): verdicts[row[21]] = verdicts.get(row[21],0)+1 for k,v in verdicts.items(): print(f" {v:3d} {k}") print() print("Cross-check: total formulas across workbook, sheet dims:") f2k chars

    Arguments

    python3 << 'EOF'
    import openpyxl
    wb = openpyxl.load_workbook("material_sourcing_analysis_workbook.xlsx", data_only=True)
    ws2 = wb["Supplier Quote Feasibility"]
    for row in ws2.iter_rows(min_row=5, max_row=36, values_only=True):
        if row[0] == "QTE-C1E7B4":
            print(row[0], "->", row[21])
    
    verdicts = {}
    for row in ws2.iter_rows(min_row=5, max_row=36, values_only=True):
        verdicts[row[21]] = verdicts.get(row[21],0)+1
    for k,v in verdicts.items():
        print(f"  {v:3d}  {k}")
    
    print()
    print("Cross-check: total formulas across workbook, sheet dims:")
    f

    … 77 more characters of arguments in the raw trajectory.

    Output

    QTE-C1E7B4 -> Feasible but NOT RECOMMENDED (de minimis need - see At-Risk & Escalations ESC-10)
       11  RECOMMENDED - Selected for PO
       15  Compliant & Feasible - Not Selected (costlier than chosen option)
        3  NON-COMPLIANT - Ineligible
        2  Compliance OK but Schedule Infeasible / Not Selected
        1  Feasible but NOT RECOMMENDED (de minimis need - see At-Risk & Escalations ESC-10)
    
    Cross-check: total formulas across workbook, sheet dims:
      Read Me B2:C11
      Program Reference A1:G10
      Source Reference (AMSL) A1:I16
      Inventory Lot Usability A1:AB28
      Supplier Quote Feasibility A1:V36
      Allocation Ledger A1:M45
      Requirement Coverage A1:T32
      Material Group Waterfall A1:I17
      At-Risk & Escalations A1:H16
      Cost & Alternatives Summary A1:H29
    
    [stdout]
    QTE-C1E7B4 -> Feasible but NOT RECOMMENDED (de minimis need - see At-Risk & Escalations ESC-10)
       11  RECOMMENDED - Selected for PO
       15  Compliant & Feasible - Not Selected (costlier than chosen option)
        3  NON-COMPLIANT - Ineligib

    … 554 more characters of output in the raw trajectory.

97. 183Now let's build the memo. First, checking the docx-js tooling is available.297k

    Now let's build the memo. First, checking the docx-js tooling is available.

98. 184Bash1

    Tool execution only — no assistant text

    Bashnode -e "require('docx'); console.log('docx ok')" 2>&1; node --version (+description)

    Arguments

    Verify docx-js library and node availability

    node -e "require('docx'); console.log('docx ok')" 2>&1; node --version

    Output

    Exit code 127
    /bin/bash: line 1: node: command not found
    /bin/bash: line 1: node: command not found
    
    [error] tool reported failure

99. 186Bash297k1

    Tool execution only — no assistant text

    Bashwhich nodejs npm 2>&1; ls /usr/local/bin | grep -i node 2>&1; find / -maxdepth 4 -iname "node" -type f 2>/dev/null; cat ~/.bashrc 2>/dev/null | grep -i node; command -v nvm 2>&1 (+description)

    Arguments

    Search for any node.js installation on the system

    which nodejs npm 2>&1; ls /usr/local/bin | grep -i node 2>&1; find / -maxdepth 4 -iname "node" -type f 2>/dev/null; cat ~/.bashrc 2>/dev/null | grep -i node; command -v nvm 2>&1

    Output

    Exit code 1
    /proc/irq/0/node
    /proc/irq/1/node
    /proc/irq/2/node
    /proc/irq/3/node
    /proc/irq/4/node
    /proc/irq/5/node
    /proc/irq/6/node
    /proc/irq/7/node
    /proc/irq/8/node
    /proc/irq/9/node
    /proc/irq/10/node
    /proc/irq/11/node
    /proc/irq/12/node
    /proc/irq/13/node
    /proc/irq/14/node
    /proc/irq/15/node
    /proc/irq/24/node
    /proc/irq/25/node
    /proc/irq/26/node
    /proc/irq/27/node
    /proc/irq/28/node
    /proc/irq/29/node
    /proc/irq/30/node
    /proc/irq/31/node
    /proc/irq/32/node
    /proc/irq/33/node
    /proc/irq/34/node
    /proc/irq/35/node
    /proc/irq/36/node
    /proc/irq/37/node
    
    [error] tool reported failure

100. 188Node.js isn't available in this environment, so I'll build the memo with python-docx instead (confirmed available earlie…298k

     Node.js isn't available in this environment, so I'll build the memo with python-docx instead (confirmed available earlier), applying the same formatting standards from the skill guidance manually.

101. 189Bash1

     Tool execution only — no assistant text

     Bashpython3 -c "import docx; print(docx.__version__ if hasattr(docx,'__version__') else 'python-docx installed')" (+description)

     Arguments

     Confirm python-docx availability

     python3 -c "import docx; print(docx.__version__ if hasattr(docx,'__version__') else 'python-docx installed')"

     Output

     1.2.0
     
     [stdout]
     1.2.0
     [metadata]
     noOutputExpected: false

102. 191Now I'll write the memo-building script using python-docx.305k

     Now I'll write the memo-building script using python-docx.

103. 192Write1

     Tool execution only — no assistant text

     Write/workspace/output/build/build_docx.py (+content)5k chars

     Arguments

     file_path

     /workspace/output/build/build_docx.py

     content

     import json
     from docx import Document
     from docx.shared import Pt, Inches, RGBColor, Cm
     from docx.enum.text import WD_ALIGN_PARAGRAPH
     from docx.enum.table import WD_TABLE_ALIGNMENT
     from docx.oxml.ns import qn
     from docx.oxml import OxmlElement
     from docx.enum.section import WD_SECTION
     
     D = json.load(open("/workspace/output/build/state_full.json"))
     PROGRAMS = D["programs"]
     
     NAVY = RGBColor(0x1F, 0x38, 0x64)
     DARKGRAY = RGBColor(0x40, 0x40, 0x40)
     RED = RGBColor(0xC0, 0x00, 0x00)
     
     doc = Document()
     
     # ---------- base

     … 4,609 more characters of arguments in the raw trajectory.

     Output

     File created successfully at: /workspace/output/build/build_docx.py (file state is current in your context — no need to Read it back)
     
     [metadata]
     type: create
     filePath: /workspace/output/build/build_docx.py
     content: |
       import json
       from docx import Document
       from docx.shared import Pt, Inches, RGBColor, Cm
       from docx.enum.text import WD_ALIGN_PARAGRAPH
       from docx.enum.table import WD_TABLE_ALIGNMENT
       from docx.oxml.ns import qn
       from docx.oxml import OxmlElement
       from docx.enum.section import WD_SECTION
       
       D = json.load(open("/workspace/output/build/state_full.json"))
       PROGRAMS = D["programs"]
       
       NAVY = RGBColor(0x1F, 0x38, 0x64)
       DARKGRAY = RGBColor(0x40, 0x40, 0x40)
       RED = RGBColor(0xC0, 0x00, 0x00)
       
       doc = Document()
       
       # ---------- base style ----------
       style = doc.styles["Normal"]
       style.font.name = "Arial"
       style.font.size = Pt(10.5)
       style.font.color.rgb = RGBColor(0x22, 0x22, 0x22)
       
       for sec in doc.sections:
           sec.page_width = Inches(8.5)
           sec.page_

     … 4,443 more characters of output in the raw trajectory.

104. 193Bash306k1

     Tool execution only — no assistant text

     Bashcd /workspace/output/build && python3 build_docx.py (+description)

     Arguments

     Test helper functions for docx builder

     cd /workspace/output/build && python3 build_docx.py

     Output

     Header/helpers ready.
     
     [stdout]
     Header/helpers ready.
     [metadata]
     noOutputExpected: false

105. 194Now let's add the memo header and executive summary.308k

     Now let's add the memo header and executive summary.

106. 195Edit1

     Tool execution only — no assistant text

     Edit/workspace/output/build/build_docx.py (+replace_all, old_string, new_string)17k chars

     Arguments

     replace_all

     false

     file_path

     /workspace/output/build/build_docx.py

     old_string

     print("Header/helpers ready.")
     doc.save("/workspace/output/build/_memo_wip.docx")

     new_string

     # ============================================================
     # HEADER BLOCK
     # ============================================================
     p = doc.add_paragraph()
     p.paragraph_format.space_after = Pt(2)
     r = p.add_run("MATERIAL SOURCING RECOMMENDATION MEMO")
     r.font.bold = True; r.font.size = Pt(18); r.font.color.rgb = NAVY; r.font.name = "Arial"
     
     p = doc.add_paragraph()
     p.paragraph_format.space_

     … 5,105 more characters of arguments in the raw trajectory.

     Output

     The file /workspace/output/build/build_docx.py has been updated successfully. (file state is current in your context — no need to Read it back)
     
     [metadata]
     filePath: /workspace/output/build/build_docx.py
     oldString: |
       print("Header/helpers ready.")
       doc.save("/workspace/output/build/_memo_wip.docx")
     newString: |
       # ============================================================
       # HEADER BLOCK
       # ============================================================
       p = doc.add_paragraph()
       p.paragraph_format.space_after = Pt(2)
       r = p.add_run("MATERIAL SOURCING RECOMMENDATION MEMO")
       r.font.bold = True; r.font.size = Pt(18); r.font.color.rgb = NAVY; r.font.name = "Arial"
       
       p = doc.add_paragraph()
       p.paragraph_format.space_after = Pt(14)
       r = p.add_run("2026-Q3 Door/Hinge Mechanism Build Wave — Sourcing & Allocation Review")
       r.font.size = Pt(12); r.font.italic = True; r.font.color.rgb = DARKGRAY; r.font.name = "Arial"
       
       meta = [
           ("TO:", "Production Control & Program

     … 16,027 more characters of output in the raw trajectory.

107. 196Bash308k1

     Tool execution only — no assistant text

     Bashpython3 build_docx.py (+description)

     Arguments

     Build header and executive summary sections

     python3 build_docx.py

     Output

     Header + Exec Summary done.
     
     [stdout]
     Header + Exec Summary done.
     [metadata]
     noOutputExpected: false

108. 197Now let's add Section 2 (Basis & Method) and Section 3 (the cycle-wide coverage table).311k

     Now let's add Section 2 (Basis & Method) and Section 3 (the cycle-wide coverage table).

109. 198Edit1

     Tool execution only — no assistant text

     Edit/workspace/output/build/build_docx.py (+replace_all, old_string, new_string)13k chars

     Arguments

     replace_all

     false

     file_path

     /workspace/output/build/build_docx.py

     old_string

     doc.save("/workspace/output/build/_memo_wip.docx")
     print("Header + Exec Summary done.")

     new_string

     # ============================================================
     # 2. BASIS, SCOPE, AND METHOD
     # ============================================================
     add_heading("2. Basis, Scope, and Method", level=1)
     add_para("This review works exclusively from six controlled source documents:", space_after=6)
     add_bullets([
         ("Material Demand Forecast ", "(MRP-2026-0619-R2) — 26 requirement line

     … 5,437 more characters of arguments in the raw trajectory.

     Output

     The file /workspace/output/build/build_docx.py has been updated successfully. (file state is current in your context — no need to Read it back)
     
     [metadata]
     filePath: /workspace/output/build/build_docx.py
     oldString: |
       doc.save("/workspace/output/build/_memo_wip.docx")
       print("Header + Exec Summary done.")
     newString: |
       # ============================================================
       # 2. BASIS, SCOPE, AND METHOD
       # ============================================================
       add_heading("2. Basis, Scope, and Method", level=1)
       add_para("This review works exclusively from six controlled source documents:", space_after=6)
       add_bullets([
           ("Material Demand Forecast ", "(MRP-2026-0619-R2) — 26 requirement lines across six programs, each an exact "
            "alloy / specification / temper-condition / product-form callout with a yield-adjusted net required usable "
            "quantity and need-by date."),
           ("Inventory Lot & Certification Snapshot ", "(WMS-EXP-2026

     … 11,637 more characters of output in the raw trajectory.

110. 199Bash311k1

     Tool execution only — no assistant text

     Bashpython3 build_docx.py (+description)

     Arguments

     Build sections 2-3 of the memo

     python3 build_docx.py

     Output

     Sections 2-3 done.
     
     [stdout]
     Sections 2-3 done.
     [metadata]
     noOutputExpected: false

111. 201Now Section 4, the program-by-program sourcing recommendation — the core narrative of the memo.315k

     Now Section 4, the program-by-program sourcing recommendation — the core narrative of the memo.

112. 202Edit1

     Tool execution only — no assistant text

     Edit/workspace/output/build/build_docx.py (+replace_all, old_string, new_string)17k chars

     Arguments

     replace_all

     false

     file_path

     /workspace/output/build/build_docx.py

     old_string

     doc.save("/workspace/output/build/_memo_wip.docx")
     print("Sections 2-3 done.")

     new_string

     # ============================================================
     # 4. PROGRAM-BY-PROGRAM SOURCING RECOMMENDATION
     # ============================================================
     add_heading("4. Program-by-Program Sourcing Recommendation", level=1)
     add_para(
         "Requirements are presented in program priority order, since priority order is what governs the outcome "
         "whenever two programs compete for

     … 7,763 more characters of arguments in the raw trajectory.

     Output

     The file /workspace/output/build/build_docx.py has been updated successfully. (file state is current in your context — no need to Read it back)
     
     [metadata]
     filePath: /workspace/output/build/build_docx.py
     oldString: |
       doc.save("/workspace/output/build/_memo_wip.docx")
       print("Sections 2-3 done.")
     newString: |
       # ============================================================
       # 4. PROGRAM-BY-PROGRAM SOURCING RECOMMENDATION
       # ============================================================
       add_heading("4. Program-by-Program Sourcing Recommendation", level=1)
       add_para(
           "Requirements are presented in program priority order, since priority order is what governs the outcome "
           "whenever two programs compete for the same eligible material. Every quote referenced below is fully "
           "compliant and schedule-feasible for the requirement it is recommended against; see the Cost & Alternatives "
           "Summary tab of the workbook for quotes considered and rejected, and w

     … 16,424 more characters of output in the raw trajectory.

113. 203Bash315k1

     Tool execution only — no assistant text

     Bashpython3 build_docx.py (+description)

     Arguments

     Build section 4 program-by-program narrative

     python3 build_docx.py

     Output

     Section 4 done.
     
     [stdout]
     Section 4 done.
     [metadata]
     noOutputExpected: false

114. 205Now Section 5 — the "physically available but not usable" finding, with the supporting table.317k

     Now Section 5 — the "physically available but not usable" finding, with the supporting table.

115. 206Edit1

     Tool execution only — no assistant text

     Edit/workspace/output/build/build_docx.py (+replace_all, old_string, new_string)8k chars

     Arguments

     replace_all

     false

     file_path

     /workspace/output/build/build_docx.py

     old_string

     doc.save("/workspace/output/build/_memo_wip.docx")
     print("Section 4 done.")

     new_string

     # ============================================================
     # 5. MATERIAL ON HAND BUT NOT USABLE
     # ============================================================
     add_heading("5. Material Physically On Hand But Not Usable This Cycle", level=1)
     add_para(
         "Of the 24 inventory lots reviewed (15,805 lb gross on hand), 9 lots totaling 5,078.3 lb of "
         "usable-equivalent material cannot be planned agai

     … 2,969 more characters of arguments in the raw trajectory.

     Output

     The file /workspace/output/build/build_docx.py has been updated successfully. (file state is current in your context — no need to Read it back)
     
     [metadata]
     filePath: /workspace/output/build/build_docx.py
     oldString: |
       doc.save("/workspace/output/build/_memo_wip.docx")
       print("Section 4 done.")
     newString: |
       # ============================================================
       # 5. MATERIAL ON HAND BUT NOT USABLE
       # ============================================================
       add_heading("5. Material Physically On Hand But Not Usable This Cycle", level=1)
       add_para(
           "Of the 24 inventory lots reviewed (15,805 lb gross on hand), 9 lots totaling 5,078.3 lb of "
           "usable-equivalent material cannot be planned against this cycle's certified production. Seven fail "
           "outright on certification, an open quality hold, or approved-source status, regardless of which program "
           "might otherwise want them. Two more pass every certification and traceability gate but a

     … 6,523 more characters of output in the raw trajectory.

116. 207Bash317k1

     Tool execution only — no assistant text

     Bashpython3 build_docx.py (+description)

     Arguments

     Build section 5

     python3 build_docx.py

     Output

     Section 5 done.
     
     [stdout]
     Section 5 done.
     [metadata]
     noOutputExpected: false

117. 209Let me correct that last claim — the MRB hold, if cleared, would eliminate one PO entirely (not "reduce two"), which I s…318k

     Let me correct that last claim — the MRB hold, if cleared, would eliminate one PO entirely (not "reduce two"), which I should state precisely.

118. 210Edit1

     Tool execution only — no assistant text

     Edit/workspace/output/build/build_docx.py (+replace_all, old_string)3k chars

     Arguments

     replace_all

     false

     file_path

     /workspace/output/build/build_docx.py

     old_string

     add_para(
         "None of these nine lots block this cycle's coverage — every affected requirement was still resourced "
         "through an alternate lot or a new purchase, as shown in Section 4. They represent risk and unnecessary "
         "purchase cost, not unresolved demand: clearing the MRB hold on LOT-B3E7C0 alone would remove or reduce the "
         "need for two of the eleven recommended purchase orders in future cycles. See Section 7 for recommended "
         "escalation owners.", space_after=14)

     … 766 more characters of arguments in the raw trajectory.

     Output

     The file /workspace/output/build/build_docx.py has been updated successfully. (file state is current in your context — no need to Read it back)
     
     [metadata]
     filePath: /workspace/output/build/build_docx.py
     oldString: |
       add_para(
           "None of these nine lots block this cycle's coverage — every affected requirement was still resourced "
           "through an alternate lot or a new purchase, as shown in Section 4. They represent risk and unnecessary "
           "purchase cost, not unresolved demand: clearing the MRB hold on LOT-B3E7C0 alone would remove or reduce the "
           "need for two of the eleven recommended purchase orders in future cycles. See Section 7 for recommended "
           "escalation owners.", space_after=14)
     newString: |
       add_para(
           "None of these nine lots block this cycle's coverage — every affected requirement was still resourced "
           "through an alternate lot or a new purchase, as shown in Section 4. They represent risk and unnecessary "
           "purchase c

     … 1,825 more characters of output in the raw trajectory.

119. 212Bash318k1

     Tool execution only — no assistant text

     Bashpython3 build_docx.py (+description)

     Arguments

     Rebuild after correction

     python3 build_docx.py

     Output

     Section 5 done.
     
     [stdout]
     Section 5 done.
     [metadata]
     noOutputExpected: false

120. 213Now Section 6 (cost/lead-time tradeoffs) and Section 7 (escalations table).321k

     Now Section 6 (cost/lead-time tradeoffs) and Section 7 (escalations table).

121. 214Edit1

     Tool execution only — no assistant text

     Edit/workspace/output/build/build_docx.py (+replace_all, old_string, new_string)12k chars

     Arguments

     replace_all

     false

     file_path

     /workspace/output/build/build_docx.py

     old_string

     doc.save("/workspace/output/build/_memo_wip.docx")
     print("Section 5 done.")

     new_string

     # ============================================================
     # 6. COST AND LEAD-TIME TRADEOFFS
     # ============================================================
     add_heading("6. Cost and Lead-Time Tradeoffs", level=1)
     add_para(
         "The 11 recommended purchase orders total approximately $30,063.42 for 3,101.0 lb of new material. Three "
         "patterns recurred often enough to flag for sourcing leadership:

     … 5,217 more characters of arguments in the raw trajectory.

     Output

     The file /workspace/output/build/build_docx.py has been updated successfully. (file state is current in your context — no need to Read it back)
     
     [metadata]
     filePath: /workspace/output/build/build_docx.py
     oldString: |
       doc.save("/workspace/output/build/_memo_wip.docx")
       print("Section 5 done.")
     newString: |
       # ============================================================
       # 6. COST AND LEAD-TIME TRADEOFFS
       # ============================================================
       add_heading("6. Cost and Lead-Time Tradeoffs", level=1)
       add_para(
           "The 11 recommended purchase orders total approximately $30,063.42 for 3,101.0 lb of new material. Three "
           "patterns recurred often enough to flag for sourcing leadership:", space_after=8)
       add_bullets([
           ("Consolidation saved real money. ", "Where two requirements shared the same material and the same best "
            "supplier, sizing one purchase order to their combined need — rather than two separate orders each "
       

     … 11,178 more characters of output in the raw trajectory.

122. 215Bash321k1

     Tool execution only — no assistant text

     Bashpython3 build_docx.py (+description)

     Arguments

     Build sections 6-7

     python3 build_docx.py

     Output

     Sections 6-7 done.
     
     [stdout]
     Sections 6-7 done.
     [metadata]
     noOutputExpected: false

123. 216Now the final section — recommended next actions and signature block.322k

     Now the final section — recommended next actions and signature block.

124. 217Edit1

     Tool execution only — no assistant text

     Edit/workspace/output/build/build_docx.py (+replace_all, old_string, new_string)8k chars

     Arguments

     replace_all

     false

     file_path

     /workspace/output/build/build_docx.py

     old_string

     doc.save("/workspace/output/build/_memo_wip.docx")
     print("Sections 6-7 done.")

     new_string

     # ============================================================
     # 8. RECOMMENDED NEXT ACTIONS
     # ============================================================
     add_heading("8. Recommended Next Actions", level=1)
     p = doc.add_paragraph(style="List Number")
     p.paragraph_format.space_after = Pt(6)
     def numitem(lead, rest):
         p = doc.add_paragraph(style="List Number")
         p.paragraph_format.space_after = P

     … 2,930 more characters of arguments in the raw trajectory.

     Output

     The file /workspace/output/build/build_docx.py has been updated successfully. (file state is current in your context — no need to Read it back)
     
     [metadata]
     filePath: /workspace/output/build/build_docx.py
     oldString: |
       doc.save("/workspace/output/build/_memo_wip.docx")
       print("Sections 6-7 done.")
     newString: |
       # ============================================================
       # 8. RECOMMENDED NEXT ACTIONS
       # ============================================================
       add_heading("8. Recommended Next Actions", level=1)
       p = doc.add_paragraph(style="List Number")
       p.paragraph_format.space_after = Pt(6)
       def numitem(lead, rest):
           p = doc.add_paragraph(style="List Number")
           p.paragraph_format.space_after = Pt(6)
           p.paragraph_format.line_spacing = 1.1
           r1 = p.add_run(lead); r1.bold = True; r1.font.name="Arial"; r1.font.size=Pt(10.5)
           r2 = p.add_run(rest); r2.font.name="Arial"; r2.font.size=Pt(10.5)
       # remove the stray empty numbered paragraph created

     … 6,605 more characters of output in the raw trajectory.

125. 219Let me clean up that awkward stray-paragraph workaround before running it.323k

     Let me clean up that awkward stray-paragraph workaround before running it.

126. 220Edit1

     Tool execution only — no assistant text

     Edit/workspace/output/build/build_docx.py (+replace_all, old_string)3k chars

     Arguments

     replace_all

     false

     file_path

     /workspace/output/build/build_docx.py

     old_string

     add_heading("8. Recommended Next Actions", level=1)
     p = doc.add_paragraph(style="List Number")
     p.paragraph_format.space_after = Pt(6)
     def numitem(lead, rest):
         p = doc.add_paragraph(style="List Number")
         p.paragraph_format.space_after = Pt(6)
         p.paragraph_format.line_spacing = 1.1
         r1 = p.add_run(lead); r1.bold = True; r1.font.name="Arial"; r1.font.size=Pt(10.5)
         r2 = p.add_run(rest); r2.font.name="Arial"; r2.font.size=Pt(10.5)
     # remove the stray empty numbered paragraph cre

     … 761 more characters of arguments in the raw trajectory.

     Output

     The file /workspace/output/build/build_docx.py has been updated successfully. (file state is current in your context — no need to Read it back)
     
     [metadata]
     filePath: /workspace/output/build/build_docx.py
     oldString: |
       add_heading("8. Recommended Next Actions", level=1)
       p = doc.add_paragraph(style="List Number")
       p.paragraph_format.space_after = Pt(6)
       def numitem(lead, rest):
           p = doc.add_paragraph(style="List Number")
           p.paragraph_format.space_after = Pt(6)
           p.paragraph_format.line_spacing = 1.1
           r1 = p.add_run(lead); r1.bold = True; r1.font.name="Arial"; r1.font.size=Pt(10.5)
           r2 = p.add_run(rest); r2.font.name="Arial"; r2.font.size=Pt(10.5)
       # remove the stray empty numbered paragraph created above
       p._p.getparent().remove(p._p) if False else None
       doc.paragraphs[-1]._p.getparent().remove(doc.paragraphs[-1]._p)
       
       numitem("Release the 11 recommended purchase orders ", "per the workbook's Allocation Ledger tab, prioritizing "
     newString: a

     … 1,687 more characters of output in the raw trajectory.

127. 221Bash323k1

     Tool execution only — no assistant text

     Bashpython3 build_docx.py (+description)

     Arguments

     Build final section and save memo

     python3 build_docx.py

     Output

     Section 8 + signature done. Memo saved.
     
     [stdout]
     Section 8 + signature done. Memo saved.
     [metadata]
     noOutputExpected: false

128. 222Now let's validate the docx and convert to PDF for a visual check.324k

     Now let's validate the docx and convert to PDF for a visual check.

129. 223Bash1

     Tool execution only — no assistant text

     Bashfind / -maxdepth 6 -iname "validate.py" -path "*docx*" 2>/dev/null (+description)

     Arguments

     Find the docx validation script

     find / -maxdepth 6 -iname "validate.py" -path "*docx*" 2>/dev/null

     Output

     /harbor/skills/docx/scripts/office/validate.py
     
     [stdout]
     /harbor/skills/docx/scripts/office/validate.py
     [metadata]
     returnCodeInterpretation: Some directories were inaccessible
     noOutputExpected: false

130. 224Bash324k1

     Tool execution only — no assistant text

     Bashcd /workspace/output && python3 /harbor/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx (+description)

     Arguments

     Validate the memo docx structure

     cd /workspace/output && python3 /harbor/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx

     Output

     Exit code 1
     
     FAILED - Found NEW validation errors:
       word/document.xml: 2 new error(s)
         - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}tcBorders': This element is not expected. Expected is one of ( {http://schemas.openxmlformats.org/wordprocessingml/2006/main}noWrap, {http://schemas.openxmlformats.org/wordprocess...
         - 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...
       word/settings.xml: 1 new error(s)
         - Element '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}zoom': The attribute '{http://schemas.openxmlformats.org/wordprocessingml/2006/main}percent' is required but missing.
     
     Paragraphs: 0 → 230 (+230)
     
     [error] tool reported failure

131. 226Two schema-ordering bugs from my manual OOXML manipulation (tcBorders vs shd, pBdr vs spacing), plus a pre-existing zoom…327k

     Two schema-ordering bugs from my manual OOXML manipulation (tcBorders vs shd, pBdr vs spacing), plus a pre-existing zoom-element issue. Let me fix all three.

132. 227Read1

     Tool execution only — no assistant text

     Read/workspace/output/build/build_docx.py (+offset, limit)5k chars

     Arguments

     file_path

     /workspace/output/build/build_docx.py

     offset

     1

     limit

     70

     Output

     1	import json
     2	from docx import Document
     3	from docx.shared import Pt, Inches, RGBColor, Cm
     4	from docx.enum.text import WD_ALIGN_PARAGRAPH
     5	from docx.enum.table import WD_TABLE_ALIGNMENT
     6	from docx.oxml.ns import qn
     7	from docx.oxml import OxmlElement
     8	from docx.enum.section import WD_SECTION
     9	
     10	D = json.load(open("/workspace/output/build/state_full.json"))
     11	PROGRAMS = D["programs"]
     12	
     13	NAVY = RGBColor(0x1F, 0x38, 0x64)
     14	DARKGRAY = RGBColor(0x40, 0x40, 0x40)
     15	RED = RGBColor(0xC0, 0x00, 0x00)
     16	
     17	doc = Document()
     18	
     19	# ---------- base style ----------
     20	style = doc.styles["Normal"]
     21	style.font.name = "Arial"
     22	style.font.size = Pt(10.5)
     23	style.font.color.rgb = RGBColor(0x22, 0x22, 0x22)
     24	
     25	for sec in doc.sections:
     26	    sec.page_width = Inches(8.5)
     27	    sec.page_height = Inches(11)
     28	    sec.top_margin = Inches(0.9)
     29	    sec.bottom_margin = Inches(0.9)
     30	    sec.left_margin = Inches(0.9)
     31	    sec.right_margin = Inches(0.9)
     32	
     33	def set_cell_sh

     … 3,986 more characters of output in the raw trajectory.

133. 228Now let me fix the ordering with a generic insert helper, applied to both the cell shading/borders and the heading borde…329k

     Now let me fix the ordering with a generic insert helper, applied to both the cell shading/borders and the heading border.

134. 229Edit1

     Tool execution only — no assistant text

     Edit/workspace/output/build/build_docx.py (+replace_all, old_string)5k chars

     Arguments

     replace_all

     false

     file_path

     /workspace/output/build/build_docx.py

     old_string

     def set_cell_shading(cell, hexcolor):
         tcPr = cell._tc.get_or_add_tcPr()
         shd = OxmlElement("w:shd")
         shd.set(qn("w:val"), "clear")
         shd.set(qn("w:color"), "auto")
         shd.set(qn("w:fill"), hexcolor)
         tcPr.append(shd)
     
     def set_cell_borders(cell, color="BFBFBF", sz="4"):
         tcPr = cell._tc.get_or_add_tcPr()
         borders = OxmlElement("w:tcBorders")
         for edge in ("top","left","bottom","right"):
             el = OxmlElement(f"w:{edge}")
             el.set(qn("

     … 2,127 more characters of arguments in the raw trajectory.

     Output

     The file /workspace/output/build/build_docx.py has been updated successfully. (file state is current in your context — no need to Read it back)
     
     [metadata]
     filePath: /workspace/output/build/build_docx.py
     oldString: |
       def set_cell_shading(cell, hexcolor):
           tcPr = cell._tc.get_or_add_tcPr()
           shd = OxmlElement("w:shd")
           shd.set(qn("w:val"), "clear")
           shd.set(qn("w:color"), "auto")
           shd.set(qn("w:fill"), hexcolor)
           tcPr.append(shd)
       
       def set_cell_borders(cell, color="BFBFBF", sz="4"):
           tcPr = cell._tc.get_or_add_tcPr()
           borders = OxmlElement("w:tcBorders")
           for edge in ("top","left","bottom","right"):
               el = OxmlElement(f"w:{edge}")
               el.set(qn("w:val"), "single")
               el.set(qn("w:sz"), sz)
               el.set(qn("w:space"), "0")
               el.set(qn("w:color"), color)
               borders.append(el)
           tcPr.append(borders)
     newString: TCPR_ORDER = ["cnfStyle","tcW","gridSpan","hMerge

     … 4,127 more characters of output in the raw trajectory.

135. 230Now let's fix the pBdr insertion in add_heading to use the ordered insert instead of a plain append.330k

     Now let's fix the pBdr insertion in add_heading to use the ordered insert instead of a plain append.

136. 231Bash1

     Tool execution only — no assistant text

     Bashgrep -n "pPr.append(bdr)\|pPr = p._p.get_or_add_pPr" /workspace/output/build/build_docx.py (+description)

     Arguments

     Find the pBdr append call to fix

     grep -n "pPr.append(bdr)\|pPr = p._p.get_or_add_pPr" /workspace/output/build/build_docx.py

     Output

     94:        pPr = p._p.get_or_add_pPr()
     102:        pPr.append(bdr)
     
     [stdout]
     94:        pPr = p._p.get_or_add_pPr()
     102:        pPr.append(bdr)
     [metadata]
     noOutputExpected: false

137. 232Edit330k1

     Tool execution only — no assistant text

     Edit/workspace/output/build/build_docx.py (+replace_all, old_string, new_string)

     Arguments

     replace_all

     false

     file_path

     /workspace/output/build/build_docx.py

     old_string

     pPr.append(bdr)

     new_string

     insert_ordered(pPr, bdr, PPR_ORDER)

     Output

     The file /workspace/output/build/build_docx.py has been updated successfully. (file state is current in your context — no need to Read it back)
     
     [metadata]
     filePath: /workspace/output/build/build_docx.py
     oldString:         pPr.append(bdr)
     newString:         insert_ordered(pPr, bdr, PPR_ORDER)
     originalFile: null
     structuredPatch:
       -
         oldStart: 99
         oldLines: 7
         newStart: 99
         newLines: 7
         lines:
           -          bottom.set(qn("w:space"), "4")
           -          bottom.set(qn("w:color"), "1F3864")
           -          bdr.append(bottom)
           - -        pPr.append(bdr)
           - +        insert_ordered(pPr, bdr, PPR_ORDER)
           -      return p
           -  
           -  def add_para(text, bold=False, italic=False, size=10.5, space_after=8, color=None, align=None):
     userModified: false
     replaceAll: false

138. 234Now let's check the zoom-element issue, which appears to originate from python-docx's default template.330k

     Now let's check the zoom-element issue, which appears to originate from python-docx's default template.

139. 235Bash1

     Tool execution only — no assistant text

     Bashpython3 -c " from docx import Document d = Document() settings = d.settings.element from lxml import etree print(etree.tostring(settings, pretty_print=True).decode()[:600]) " 2>&1 | grep -i zoom (+description)

     Arguments

     Check if the zoom element issue originates from python-docx's default template

     python3 -c "
     from docx import Document
     d = Document()
     settings = d.settings.element
     from lxml import etree
     print(etree.tostring(settings, pretty_print=True).decode()[:600])
     " 2>&1 | grep -i zoom

     Output

     (Bash completed with no output)
     
     [metadata]
     returnCodeInterpretation: No matches found
     noOutputExpected: false

140. 237Bash331k1

     Tool execution only — no assistant text

     Bashcd /workspace/output && mkdir -p /tmp/unpack_check && python3 /harbor/skills/docx/scripts/office/unpack.py material_sourcing_recommendation_memo.docx /tmp/unpack_check/ 2>&1 | tail -5 grep -n "zoom" /tmp/unpack_check/word/settings.xml (+description)

     Arguments

     Inspect the actual settings.xml for the zoom element

     cd /workspace/output && mkdir -p /tmp/unpack_check && python3 /harbor/skills/docx/scripts/office/unpack.py material_sourcing_recommendation_memo.docx /tmp/unpack_check/ 2>&1 | tail -5
     grep -n "zoom" /tmp/unpack_check/word/settings.xml

     Output

     Unpacked material_sourcing_recommendation_memo.docx (16 XML files), simplified 0 tracked changes, merged 0 runs
     3:  <w:zoom w:val="bestFit"/>
     
     [stdout]
     Unpacked material_sourcing_recommendation_memo.docx (16 XML files), simplified 0 tracked changes, merged 0 runs
     3:  <w:zoom w:val="bestFit"/>
     [metadata]
     noOutputExpected: false

141. 239Bash331k1

     Tool execution only — no assistant text

     Bashgrep -n "doc.save(\"/workspace/output/material_sourcing_recommendation_memo.docx\")" /workspace/output/build/build_docx.py (+description)

     Arguments

     Find the final save call to insert the zoom fix before it

     grep -n "doc.save(\"/workspace/output/material_sourcing_recommendation_memo.docx\")" /workspace/output/build/build_docx.py

     Output

     567:doc.save("/workspace/output/material_sourcing_recommendation_memo.docx")
     
     [stdout]
     567:doc.save("/workspace/output/material_sourcing_recommendation_memo.docx")
     [metadata]
     noOutputExpected: false

142. 240Edit332k1

     Tool execution only — no assistant text

     Edit/workspace/output/build/build_docx.py (+replace_all, old_string, new_string)1k chars

     Arguments

     replace_all

     false

     file_path

     /workspace/output/build/build_docx.py

     old_string

     doc.save("/workspace/output/material_sourcing_recommendation_memo.docx")

     new_string

     # fix: python-docx's default settings.xml emits <w:zoom w:val="bestFit"/> without the schema-required w:percent
     zoom_els = doc.settings.element.findall(qn("w:zoom"))
     for z in zoom_els:
         if not z.get(qn("w:percent")):
             z.set(qn("w:percent"), "100")
     
     doc.save("/workspace/output/material_sourcing_recommendation_memo.docx")

     Output

     The file /workspace/output/build/build_docx.py has been updated successfully. (file state is current in your context — no need to Read it back)
     
     [metadata]
     filePath: /workspace/output/build/build_docx.py
     oldString: doc.save("/workspace/output/material_sourcing_recommendation_memo.docx")
     newString: |
       # fix: python-docx's default settings.xml emits <w:zoom w:val="bestFit"/> without the schema-required w:percent
       zoom_els = doc.settings.element.findall(qn("w:zoom"))
       for z in zoom_els:
           if not z.get(qn("w:percent")):
               z.set(qn("w:percent"), "100")
       
       doc.save("/workspace/output/material_sourcing_recommendation_memo.docx")
     originalFile: null
     structuredPatch:
       -
         oldStart: 564
         oldLines: 5
         newStart: 564
         newLines: 11
         lines:
           -  r2 = p2.add_run("For review and disposition by: Production Control & PMO · Sourcing & Procurement · Quality / Material Review Board")
           -  r2.font.name = "Arial"; r2.font.size = Pt(10)
           -  
           - +# fix: python-do

     … 455 more characters of output in the raw trajectory.

143. 241Now let's rebuild the full memo and re-validate.332k

     Now let's rebuild the full memo and re-validate.

144. 242Bash1

     Tool execution only — no assistant text

     Bashcd /workspace/output/build && python3 build_docx.py 2>&1 | tail -5 (+description)

     Arguments

     Rebuild memo with all fixes applied

     cd /workspace/output/build && python3 build_docx.py 2>&1 | tail -5

     Output

     Section 8 + signature done. Memo saved.
     
     [stdout]
     Section 8 + signature done. Memo saved.
     [metadata]
     noOutputExpected: false

145. 243Bash332k1

     Tool execution only — no assistant text

     Bashcd /workspace/output && python3 /harbor/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx (+description)

     Arguments

     Re-validate the memo docx after fixes

     cd /workspace/output && python3 /harbor/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx

     Output

     Paragraphs: 0 → 230 (+230)
     All validations PASSED!
     
     [stdout]
     Paragraphs: 0 → 230 (+230)
     All validations PASSED!
     [metadata]
     noOutputExpected: false

146. 244Validation passes cleanly. Let's convert to PDF and visually inspect a few pages to check layout quality.332k

     Validation passes cleanly. Let's convert to PDF and visually inspect a few pages to check layout quality.

147. 245Bash1

     Tool execution only — no assistant text

     Bashpython3 /harbor/skills/docx/scripts/office/soffice.py --headless --convert-to pdf material_sourcing_recommendation_memo.docx 2>&1 | tail -10 && pdfinfo material_sourcing_recommendation_memo.pdf 2>&1 | grep Pages (+description)

     Arguments

     Convert memo to PDF and check page count

     python3 /harbor/skills/docx/scripts/office/soffice.py --headless --convert-to pdf material_sourcing_recommendation_memo.docx 2>&1 | tail -10 && pdfinfo material_sourcing_recommendation_memo.pdf 2>&1 | grep Pages

     Output

     Warning: failed to launch javaldx - java may not function correctly
     convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /workspace/output/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export
     Pages:           9
     
     [stdout]
     Warning: failed to launch javaldx - java may not function correctly
     convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /workspace/output/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export
     Pages:           9
     [metadata]
     noOutputExpected: false

148. 247Bash333k1

     Tool execution only — no assistant text

     Bashpdftoppm -jpeg -r 100 material_sourcing_recommendation_memo.pdf /tmp/memo_page (+description)

     Arguments

     Render PDF pages to images for visual inspection

     pdftoppm -jpeg -r 100 material_sourcing_recommendation_memo.pdf /tmp/memo_page

     Output

     (Bash completed with no output)
     
     [metadata]
     noOutputExpected: false

149. 248Read333k1

     Tool execution only — no assistant text

     Read/tmp/memo_page-1.jpg459k chars

     Arguments

     /tmp/memo_page-1.jpg

     Output

     type: image
     source:
       type: base64
       data: 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

     … 458,485 more characters of output in the raw trajectory.

150. 249Read1

     Tool execution only — no assistant text

     Read/tmp/memo_page-3.jpg395k chars

     Arguments

     /tmp/memo_page-3.jpg

     Output

     type: image
     source:
       type: base64
       data: 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

     … 394,293 more characters of output in the raw trajectory.

151. 251Looking good. Let me check the escalations table page and the final page for formatting quality.336k

     Looking good. Let me check the escalations table page and the final page for formatting quality.

152. 252Bash1

     Tool execution only — no assistant text

     Bashls /tmp/memo_page-*.jpg | wc -l (+description)

     Arguments

     Count rendered pages

     ls /tmp/memo_page-*.jpg | wc -l

     Output

     9
     
     [stdout]
     9
     [metadata]
     noOutputExpected: false

153. 253Read336k1

     Tool execution only — no assistant text

     Read/tmp/memo_page-7.jpg508k chars

     Arguments

     /tmp/memo_page-7.jpg

     Output

     type: image
     source:
       type: base64
       data: 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

     … 506,669 more characters of output in the raw trajectory.

154. 254Read1

     Tool execution only — no assistant text

     Read/tmp/memo_page-9.jpg234k chars

     Arguments

     /tmp/memo_page-9.jpg

     Output

     type: image
     source:
       type: base64
       data: 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

     … 232,532 more characters of output in the raw trajectory.

155. 256Read339k1

     Tool execution only — no assistant text

     Read/tmp/memo_page-8.jpg446k chars

     Arguments

     /tmp/memo_page-8.jpg

     Output

     type: image
     source:
       type: base64
       data: 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

     … 444,845 more characters of output in the raw trajectory.

156. 258I notice several tables are sized slightly wider than the page's content area (6.7"). Let me find and correct all the wi…341k

     I notice several tables are sized slightly wider than the page's content area (6.7"). Let me find and correct all the width arrays.

157. 259Bash1

     Tool execution only — no assistant text

     Bashgrep -n "widths=\[" /workspace/output/build/build_docx.py (+description)

     Arguments

     Find all table width specifications in the memo script

     grep -n "widths=\[" /workspace/output/build/build_docx.py

     Output

     310:    rows, widths=[1.05,0.5,0.5,0.85,0.95,0.9,0.7,1.55], font_size=9, align_cols={1,2,3,4,5,6})
     442:          esc_rows, widths=[0.95,2.05,0.85,3.05], font_size=8.7, align_cols={2})
     520:          widths=[0.6,1.35,0.85,2.6,1.9], font_size=8.5, align_cols={0,2})
     
     [stdout]
     310:    rows, widths=[1.05,0.5,0.5,0.85,0.95,0.9,0.7,1.55], font_size=9, align_cols={1,2,3,4,5,6})
     442:          esc_rows, widths=[0.95,2.05,0.85,3.05], font_size=8.7, align_cols={2})
     520:          widths=[0.6,1.35,0.85,2.6,1.9], font_size=8.5, align_cols={0,2})
     [metadata]
     noOutputExpected: false

158. 261Bash342k1

     Tool execution only — no assistant text

     Bashgrep -n "Inches(1.7)\|Inches(5.7)" /workspace/output/build/build_docx.py (+description)

     Arguments

     Check the header meta table widths too

     grep -n "Inches(1.7)\|Inches(5.7)" /workspace/output/build/build_docx.py

     Output

     192:    c0.width = Inches(1.7); c1.width = Inches(5.7)
     
     [stdout]
     192:    c0.width = Inches(1.7); c1.width = Inches(5.7)
     [metadata]
     noOutputExpected: false

159. 262Let me fix all four width specifications to properly sum to the 6.7" content width.342k

     Let me fix all four width specifications to properly sum to the 6.7" content width.

160. 263Edit1

     Tool execution only — no assistant text

     Edit/workspace/output/build/build_docx.py (+replace_all, old_string, new_string)

     Arguments

     replace_all

     false

     file_path

     /workspace/output/build/build_docx.py

     old_string

     c0.width = Inches(1.7); c1.width = Inches(5.7)

     new_string

     c0.width = Inches(1.6); c1.width = Inches(5.1)

     Output

     The file /workspace/output/build/build_docx.py has been updated successfully. (file state is current in your context — no need to Read it back)
     
     [metadata]
     filePath: /workspace/output/build/build_docx.py
     oldString:     c0.width = Inches(1.7); c1.width = Inches(5.7)
     newString:     c0.width = Inches(1.6); c1.width = Inches(5.1)
     originalFile: null
     structuredPatch:
       -
         oldStart: 189
         oldLines: 7
         newStart: 189
         newLines: 7
         lines:
           -      c0.text = ""; c1.text = ""
           -      r0 = c0.paragraphs[0].add_run(k); r0.font.bold = True; r0.font.size = Pt(10); r0.font.name = "Arial"
           -      r1 = c1.paragraphs[0].add_run(v); r1.font.size = Pt(10); r1.font.name = "Arial"
           - -    c0.width = Inches(1.7); c1.width = Inches(5.7)
           - +    c0.width = Inches(1.6); c1.width = Inches(5.1)
           -  for row in tbl.rows:
           -      for cell in row.cells:
           -          tcPr = cell._tc.get_or_add_tcPr()
     userModified: false
     replaceAll: false

161. 264Edit342k1

     Tool execution only — no assistant text

     Edit/workspace/output/build/build_docx.py (+replace_all, old_string, new_string)1k chars

     Arguments

     replace_all

     false

     file_path

     /workspace/output/build/build_docx.py

     old_string

         rows, widths=[1.05,0.5,0.5,0.85,0.95,0.9,0.7,1.55], font_size=9, align_cols={1,2,3,4,5,6})

     new_string

         rows, widths=[1.0,0.5,0.5,0.8,0.9,0.85,0.65,1.5], font_size=9, align_cols={1,2,3,4,5,6})

     Output

     The file /workspace/output/build/build_docx.py has been updated successfully. (file state is current in your context — no need to Read it back)
     
     [metadata]
     filePath: /workspace/output/build/build_docx.py
     oldString:     rows, widths=[1.05,0.5,0.5,0.85,0.95,0.9,0.7,1.55], font_size=9, align_cols={1,2,3,4,5,6})
     newString:     rows, widths=[1.0,0.5,0.5,0.8,0.9,0.85,0.65,1.5], font_size=9, align_cols={1,2,3,4,5,6})
     originalFile: null
     structuredPatch:
       -
         oldStart: 307
         oldLines: 7
         newStart: 307
         newLines: 7
         lines:
           -  rows.append(["TOTAL", "", 26, "8,960", "5,857.25", "3,101.00", "1.75", ""])
           -  add_table(
           - 
             - Program
             - Rank
             - Reqs
             - |
               Net Demand
               (lb)
             - |
               From Inventory
               (lb)
             - |
               From New
               Purchase (lb)
             - |
               Shortfall
               (lb)
             - Status
           - -    rows, widths=[1.05,0.5,0.5,0.85,0.95,0.9,0.7,1.55], font_size=9, align_cols={1,2,3,4,5,6})
           - +    rows, widths=[1.0,0.5,0.5,0.8,0.9,0.85,0.65,1.5], font_size=9, align_cols={1,2,3,4,5,6})

     … 291 more characters of output in the raw trajectory.

162. 265Edit343k1

     Tool execution only — no assistant text

     Edit/workspace/output/build/build_docx.py (+replace_all, old_string, new_string)1k chars

     Arguments

     replace_all

     false

     file_path

     /workspace/output/build/build_docx.py

     old_string

     esc_rows, widths=[0.95,2.05,0.85,3.05], font_size=8.7, align_cols={2})

     new_string

     esc_rows, widths=[0.9,2.0,0.8,3.0], font_size=8.7, align_cols={2})

     Output

     The file /workspace/output/build/build_docx.py has been updated successfully. (file state is current in your context — no need to Read it back)
     
     [metadata]
     filePath: /workspace/output/build/build_docx.py
     oldString:           esc_rows, widths=[0.95,2.05,0.85,3.05], font_size=8.7, align_cols={2})
     newString:           esc_rows, widths=[0.9,2.0,0.8,3.0], font_size=8.7, align_cols={2})
     originalFile: null
     structuredPatch:
       -
         oldStart: 439
         oldLines: 7
         newStart: 439
         newLines: 7
         lines:
           - 
             - LOT-8F4D17
             - 17-4PH/AMS 5604/H1075/Bar
             - 212.5
             - Open quality hold (awaiting receiving inspection)
           -  ]
           -  add_table(["Lot ID","Material Signature","Usable-Equiv.\nQty (lb)","Why It Is Not Usable"],
           - -          esc_rows, widths=[0.95,2.05,0.85,3.05], font_size=8.7, align_cols={2})
           - +          esc_rows, widths=[0.9,2.0,0.8,3.0], font_size=8.7, align_cols={2})
           -  add_para(
           -      "Note: LOT-1F9D63 is sourced from Meridian Metal Service Center, who

     … 206 more characters of output in the raw trajectory.

163. 266Edit343k1

     Tool execution only — no assistant text

     Edit/workspace/output/build/build_docx.py (+replace_all, old_string, new_string)1k chars

     Arguments

     replace_all

     false

     file_path

     /workspace/output/build/build_docx.py

     old_string

     widths=[0.6,1.35,0.85,2.6,1.9], font_size=8.5, align_cols={0,2})

     new_string

     widths=[0.55,1.25,0.8,2.4,1.7], font_size=8.5, align_cols={0,2})

     Output

     The file /workspace/output/build/build_docx.py has been updated successfully. (file state is current in your context — no need to Read it back)
     
     [metadata]
     filePath: /workspace/output/build/build_docx.py
     oldString:           widths=[0.6,1.35,0.85,2.6,1.9], font_size=8.5, align_cols={0,2})
     newString:           widths=[0.55,1.25,0.8,2.4,1.7], font_size=8.5, align_cols={0,2})
     originalFile: null
     structuredPatch:
       -
         oldStart: 517
         oldLines: 7
         newStart: 517
         newLines: 7
         lines:
           -    "3.1/3.2 mill test reports from Tri-State, or reclassify as non-certified stock."],
           -  ]
           -  add_table(["Severity","Item","Program(s)","Issue","Recommended Action"], esc_tbl_rows,
           - -          widths=[0.6,1.35,0.85,2.6,1.9], font_size=8.5, align_cols={0,2})
           - +          widths=[0.55,1.25,0.8,2.4,1.7], font_size=8.5, align_cols={0,2})
           -  add_para("Full escalation log (10 items, including all severity tiers) is in the workbook's At-Risk & "
           -           "Escalations

     … 99 more characters of output in the raw trajectory.

164. 267Now let's rebuild, re-validate, reconvert to PDF, and re-inspect.343k

     Now let's rebuild, re-validate, reconvert to PDF, and re-inspect.

165. 268Bash1

     Tool execution only — no assistant text

     Bashcd /workspace/output/build && python3 build_docx.py 2>&1 | tail -3 && python3 /harbor/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx (+description)

     Arguments

     Rebuild memo with corrected table widths and validate

     cd /workspace/output/build && python3 build_docx.py 2>&1 | tail -3 && python3 /harbor/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx

     Output

     Exit code 1
     Section 8 + signature done. Memo saved.
     Traceback (most recent call last):
       File "/harbor/skills/docx/scripts/office/validate.py", line 111, in <module>
         main()
       File "/harbor/skills/docx/scripts/office/validate.py", line 56, in main
         assert path.exists(), f"Error: {path} does not exist"
                ^^^^^^^^^^^^^
     AssertionError: Error: material_sourcing_recommendation_memo.docx does not exist
     
     [error] tool reported failure

166. 270Bash344k1

     Tool execution only — no assistant text

     Bashpython3 /harbor/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx (+description)

     Arguments

     Validate memo from the correct output directory

     python3 /harbor/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx

     Output

     Paragraphs: 0 → 230 (+230)
     All validations PASSED!
     
     [stdout]
     Paragraphs: 0 → 230 (+230)
     All validations PASSED!
     [metadata]
     noOutputExpected: false

167. 272Bash344k1

     Tool execution only — no assistant text

     Bashpwd && ls -la material_sourcing_recommendation_memo.docx 2>&1; echo "---"; ls -la /workspace/output/material_sourcing_recommendation_memo.docx (+description)

     Arguments

     Check current directory and confirm which file was actually validated

     pwd && ls -la material_sourcing_recommendation_memo.docx 2>&1; echo "---"; ls -la /workspace/output/material_sourcing_recommendation_memo.docx

     Output

     /workspace/output
     -rw-r--r-- 1 root root 48518 Aug 20 21:42 material_sourcing_recommendation_memo.docx
     ---
     -rw-r--r-- 1 root root 48518 Aug 20 21:42 /workspace/output/material_sourcing_recommendation_memo.docx
     
     [stdout]
     /workspace/output
     -rw-r--r-- 1 root root 48518 Aug 20 21:42 material_sourcing_recommendation_memo.docx
     ---
     -rw-r--r-- 1 root root 48518 Aug 20 21:42 /workspace/output/material_sourcing_recommendation_memo.docx
     [metadata]
     noOutputExpected: false

168. 274Good — validated correctly. Now let's regenerate the PDF and confirm the tables now fit within the page margins.345k

     Good — validated correctly. Now let's regenerate the PDF and confirm the tables now fit within the page margins.

169. 275Bash1

     Tool execution only — no assistant text

     Bashrm -f material_sourcing_recommendation_memo.pdf /tmp/memo_page-*.jpg python3 /harbor/skills/docx/scripts/office/soffice.py --headless --convert-to pdf material_sourcing_recommendation_memo.docx 2>&1 | tail -3 pdftoppm -jpeg -r 100 material_sourcing_recommendation_memo.pdf /tmp/memo_page ls /tmp/memo_page-*.jpg | wc -l (+description)

     Arguments

     Regenerate PDF and page images after width fix

     rm -f material_sourcing_recommendation_memo.pdf /tmp/memo_page-*.jpg
     python3 /harbor/skills/docx/scripts/office/soffice.py --headless --convert-to pdf material_sourcing_recommendation_memo.docx 2>&1 | tail -3
     pdftoppm -jpeg -r 100 material_sourcing_recommendation_memo.pdf /tmp/memo_page
     ls /tmp/memo_page-*.jpg | wc -l

     Output

     Warning: failed to launch javaldx - java may not function correctly
     convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /workspace/output/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export
     9
     
     [stdout]
     Warning: failed to launch javaldx - java may not function correctly
     convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /workspace/output/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export
     9
     [metadata]
     noOutputExpected: false

170. 276Read345k1

     Tool execution only — no assistant text

     Read/tmp/memo_page-1.jpg459k chars

     Arguments

     /tmp/memo_page-1.jpg

     Output

     type: image
     source:
       type: base64
       data: 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

     … 458,485 more characters of output in the raw trajectory.

171. 277Read1

     Tool execution only — no assistant text

     Read/tmp/memo_page-8.jpg413k chars

     Arguments

     /tmp/memo_page-8.jpg

     Output

     type: image
     source:
       type: base64
       data: 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

     … 412,485 more characters of output in the raw trajectory.

172. 279Read349k1

     Tool execution only — no assistant text

     Read/tmp/memo_page-4.jpg513k chars

     Arguments

     /tmp/memo_page-4.jpg

     Output

     type: image
     source:
       type: base64
       data: /9j/4AAQSkZJRgABAQEAZABkAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIxwcKDcpLDAxNDQ0Hyc5PTgyPC4zNDL/2wBDAQkJCQwLDBgNDRgyIRwhMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjL/wAARCARMA1IDASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD3+iiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKA

     … 511,693 more characters of output in the raw trajectory.

173. 280Read1

     Tool execution only — no assistant text

     Read/tmp/memo_page-6.jpg406k chars

     Arguments

     /tmp/memo_page-6.jpg

     Output

     type: image
     source:
       type: base64
       data: 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

     … 405,271 more characters of output in the raw trajectory.

174. 282One small polish — the Lot ID column wraps awkwardly. Let me widen it slightly.352k

     One small polish — the Lot ID column wraps awkwardly. Let me widen it slightly.

175. 283Edit1

     Tool execution only — no assistant text

     Edit/workspace/output/build/build_docx.py (+replace_all, old_string, new_string)1k chars

     Arguments

     replace_all

     false

     file_path

     /workspace/output/build/build_docx.py

     old_string

     esc_rows, widths=[0.9,2.0,0.8,3.0], font_size=8.7, align_cols={2})

     new_string

     esc_rows, widths=[1.1,1.85,0.75,3.0], font_size=8.7, align_cols={2})

     Output

     The file /workspace/output/build/build_docx.py has been updated successfully. (file state is current in your context — no need to Read it back)
     
     [metadata]
     filePath: /workspace/output/build/build_docx.py
     oldString:           esc_rows, widths=[0.9,2.0,0.8,3.0], font_size=8.7, align_cols={2})
     newString:           esc_rows, widths=[1.1,1.85,0.75,3.0], font_size=8.7, align_cols={2})
     originalFile: null
     structuredPatch:
       -
         oldStart: 439
         oldLines: 7
         newStart: 439
         newLines: 7
         lines:
           - 
             - LOT-8F4D17
             - 17-4PH/AMS 5604/H1075/Bar
             - 212.5
             - Open quality hold (awaiting receiving inspection)
           -  ]
           -  add_table(["Lot ID","Material Signature","Usable-Equiv.\nQty (lb)","Why It Is Not Usable"],
           - -          esc_rows, widths=[0.9,2.0,0.8,3.0], font_size=8.7, align_cols={2})
           - +          esc_rows, widths=[1.1,1.85,0.75,3.0], font_size=8.7, align_cols={2})
           -  add_para(
           -      "Note: LOT-1F9D63 is sourced from Meridian Metal Service Center, whose n

     … 202 more characters of output in the raw trajectory.

176. 284Bash352k1

     Tool execution only — no assistant text

     Bashcd /workspace/output/build && python3 build_docx.py 2>&1 | tail -2 && python3 /harbor/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx (+description)

     Arguments

     Final rebuild and validation of the memo

     cd /workspace/output/build && python3 build_docx.py 2>&1 | tail -2 && python3 /harbor/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx

     Output

     Exit code 1
     Section 8 + signature done. Memo saved.
     Traceback (most recent call last):
       File "/harbor/skills/docx/scripts/office/validate.py", line 111, in <module>
         main()
       File "/harbor/skills/docx/scripts/office/validate.py", line 56, in main
         assert path.exists(), f"Error: {path} does not exist"
                ^^^^^^^^^^^^^
     AssertionError: Error: material_sourcing_recommendation_memo.docx does not exist
     
     [error] tool reported failure

177. 286Bash353k1

     Tool execution only — no assistant text

     Bashpython3 /harbor/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx (+description)

     Arguments

     Validate memo from correct directory

     python3 /harbor/skills/docx/scripts/office/validate.py material_sourcing_recommendation_memo.docx

     Output

     Paragraphs: 0 → 230 (+230)
     All validations PASSED!
     
     [stdout]
     Paragraphs: 0 → 230 (+230)
     All validations PASSED!
     [metadata]
     noOutputExpected: false

178. 288Bash353k1

     Tool execution only — no assistant text

     Bashrm -f material_sourcing_recommendation_memo.pdf /tmp/memo_page-*.jpg python3 /harbor/skills/docx/scripts/office/soffice.py --headless --convert-to pdf material_sourcing_recommendation_memo.docx 2>&1 | tail -2 pdftoppm -jpeg -r 100 -f 6 -l 6 material_sourcing_recommendation_memo.pdf /tmp/memo_page (+description)

     Arguments

     Regenerate PDF and check the escalation table page once more

     rm -f material_sourcing_recommendation_memo.pdf /tmp/memo_page-*.jpg
     python3 /harbor/skills/docx/scripts/office/soffice.py --headless --convert-to pdf material_sourcing_recommendation_memo.docx 2>&1 | tail -2
     pdftoppm -jpeg -r 100 -f 6 -l 6 material_sourcing_recommendation_memo.pdf /tmp/memo_page

     Output

     Warning: failed to launch javaldx - java may not function correctly
     convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /workspace/output/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export
     
     [stdout]
     Warning: failed to launch javaldx - java may not function correctly
     convert /workspace/output/material_sourcing_recommendation_memo.docx as a Writer document -> /workspace/output/material_sourcing_recommendation_memo.pdf using filter : writer_pdf_Export
     [metadata]
     noOutputExpected: false

179. 289Bash353k1

     Tool execution only — no assistant text

     Bashpdftoppm -jpeg -r 100 -f 7 -l 7 material_sourcing_recommendation_memo.pdf /tmp/memo_pageB; ls /tmp/memo_page*.jpg (+description)

     Arguments

     Render page 7 (the lot table) for the final visual check

     pdftoppm -jpeg -r 100 -f 7 -l 7 material_sourcing_recommendation_memo.pdf /tmp/memo_pageB; ls /tmp/memo_page*.jpg

     Output

     /tmp/memo_page-6.jpg
     /tmp/memo_pageB-7.jpg
     
     [stdout]
     /tmp/memo_page-6.jpg
     /tmp/memo_pageB-7.jpg
     [metadata]
     noOutputExpected: false

180. 290Read353k1

     Tool execution only — no assistant text

     Read/tmp/memo_pageB-7.jpg508k chars

     Arguments

     /tmp/memo_pageB-7.jpg

     Output

     type: image
     source:
       type: base64
       data: 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

     … 506,669 more characters of output in the raw trajectory.

181. 292Bash355k1

     Tool execution only — no assistant text

     Bashpdftoppm -jpeg -r 100 -f 8 -l 8 material_sourcing_recommendation_memo.pdf /tmp/memo_pageC (+description)

     Arguments

     Render page 8 to check the escalation table column fix

     pdftoppm -jpeg -r 100 -f 8 -l 8 material_sourcing_recommendation_memo.pdf /tmp/memo_pageC

     Output

     (Bash completed with no output)
     
     [metadata]
     noOutputExpected: false

182. 293Read355k1

     Tool execution only — no assistant text

     Read/tmp/memo_pageC-8.jpg413k chars

     Arguments

     /tmp/memo_pageC-8.jpg

     Output

     type: image
     source:
       type: base64
       data: 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

     … 412,485 more characters of output in the raw trajectory.

183. 295Read357k1

     Tool execution only — no assistant text

     Read/tmp/memo_page-6.jpg406k chars

     Arguments

     /tmp/memo_page-6.jpg

     Output

     type: image
     source:
       type: base64
       data: 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

     … 405,263 more characters of output in the raw trajectory.

184. 297The memo now renders cleanly. Let's do final cleanup, removing scratch/QA artifacts and keeping only the two requested d…359k

     The memo now renders cleanly. Let's do final cleanup, removing scratch/QA artifacts and keeping only the two requested deliverables.

185. 298Bash1

     Tool execution only — no assistant text

     Bashls -la /workspace/output/ (+description)

     Arguments

     List current contents of output directory

     ls -la /workspace/output/

     Output

     total 288
     drwxr-xr-x 1 root root   4096 Aug 20 21:43 .
     drwxr-xr-x 1 root root   4096 Aug 20 16:56 ..
     drwxr-xr-x 2 root root   4096 Aug 20 21:43 build
     -rw-r--r-- 1 root root  54655 Aug 20 21:33 material_sourcing_analysis_workbook.xlsx
     -rw-r--r-- 1 root root  48535 Aug 20 21:43 material_sourcing_recommendation_memo.docx
     -rw-r--r-- 1 root root 169493 Aug 20 21:43 material_sourcing_recommendation_memo.pdf
     
     [stdout]
     total 288
     drwxr-xr-x 1 root root   4096 Aug 20 21:43 .
     drwxr-xr-x 1 root root   4096 Aug 20 16:56 ..
     drwxr-xr-x 2 root root   4096 Aug 20 21:43 build
     -rw-r--r-- 1 root root  54655 Aug 20 21:33 material_sourcing_analysis_workbook.xlsx
     -rw-r--r-- 1 root root  48535 Aug 20 21:43 material_sourcing_recommendation_memo.docx
     -rw-r--r-- 1 root root 169493 Aug 20 21:43 material_sourcing_recommendation_memo.pdf
     [metadata]
     noOutputExpected: false

186. 299Bash359k1

     Tool execution only — no assistant text

     Bashrm -rf /workspace/output/build /workspace/output/material_sourcing_recommendation_memo.pdf /tmp/unpack_check /tmp/memo_page*.jpg ls -la /workspace/output/ (+description)

     Arguments

     Remove scratch build directory, PDF preview, and temp files

     rm -rf /workspace/output/build /workspace/output/material_sourcing_recommendation_memo.pdf /tmp/unpack_check /tmp/memo_page*.jpg
     ls -la /workspace/output/

     Output

     total 116
     drwxr-xr-x 1 root root  4096 Aug 20 21:44 .
     drwxr-xr-x 1 root root  4096 Aug 20 16:56 ..
     -rw-r--r-- 1 root root 54655 Aug 20 21:33 material_sourcing_analysis_workbook.xlsx
     -rw-r--r-- 1 root root 48535 Aug 20 21:43 material_sourcing_recommendation_memo.docx
     
     [stdout]
     total 116
     drwxr-xr-x 1 root root  4096 Aug 20 21:44 .
     drwxr-xr-x 1 root root  4096 Aug 20 16:56 ..
     -rw-r--r-- 1 root root 54655 Aug 20 21:33 material_sourcing_analysis_workbook.xlsx
     -rw-r--r-- 1 root root 48535 Aug 20 21:43 material_sourcing_recommendation_memo.docx
     [metadata]
     noOutputExpected: false

187. 301Bash360k1

     Tool execution only — no assistant text

     Bashpython3 -c " import openpyxl wb = openpyxl.load_workbook('material_sourcing_analysis_workbook.xlsx') print('Sheets:', wb.sheetnames) print('File intact and loads correctly.') " python3 -c " import docx d = docx.Document('material_sourcing_recommendation_memo.docx') print('Paragraphs:', len(d.paragraphs), '| Tables:', len(d.tables)) print('File intact and loads correctly.') " (+description)

     Arguments

     Final integrity check on both deliverable files

     python3 -c "
     import openpyxl
     wb = openpyxl.load_workbook('material_sourcing_analysis_workbook.xlsx')
     print('Sheets:', wb.sheetnames)
     print('File intact and loads correctly.')
     "
     python3 -c "
     import docx
     d = docx.Document('material_sourcing_recommendation_memo.docx')
     print('Paragraphs:', len(d.paragraphs), '| Tables:', len(d.tables))
     print('File intact and loads correctly.')
     "

     Output

     Sheets: ['Read Me', 'Program Reference', 'Source Reference (AMSL)', 'Inventory Lot Usability', 'Supplier Quote Feasibility', 'Allocation Ledger', 'Requirement Coverage', 'Material Group Waterfall', 'At-Risk & Escalations', 'Cost & Alternatives Summary']
     File intact and loads correctly.
     Paragraphs: 83 | Tables: 4
     File intact and loads correctly.
     
     [stdout]
     Sheets: ['Read Me', 'Program Reference', 'Source Reference (AMSL)', 'Inventory Lot Usability', 'Supplier Quote Feasibility', 'Allocation Ledger', 'Requirement Coverage', 'Material Group Waterfall', 'At-Risk & Escalations', 'Cost & Alternatives Summary']
     File intact and loads correctly.
     Paragraphs: 83 | Tables: 4
     File intact and loads correctly.
     [metadata]
     noOutputExpected: false

188. 303Both deliverables are complete and verified in /workspace/output/: - material_sourcing_recommendation_memo.docx — 9-page…361k

     Both deliverables are complete and verified in /workspace/output/:

     • material_sourcing_recommendation_memo.docx — 9-page structured memo (validated, zero schema errors) covering the sourcing plan, compliance framework, program-by-program recommendations, cost/lead-time tradeoffs, and required escalations.
     • material_sourcing_analysis_workbook.xlsx — 10-tab supporting workbook (797 live formulas, zero calculation errors) with reference data, inventory/quote eligibility analysis, an auditable allocation ledger, requirement-level coverage roll-up, the material-group contention waterfall, escalation log, and cost/alternatives summary.

     I built a small allocation engine from the six source files to run the eligibility and priority-waterfall logic in code rather than by hand, then cross-checked every total against it — this caught and fixed two real errors along the way (a suboptimal quote pick, and a purchase-cost double-count on consolidated POs) before they reached the deliverables. All numbers now reconcile exactly.

     Headline findings:

     • 25 of 26 requirements are fully covered this cycle — 65.4% (5,857.25 lb) from compliant on-hand inventory, 34.6% (3,101 lb) from 11 recommended purchase orders totaling ~$30,063. One Calder requirement has a negligible 1.75 lb gap not worth a dedicated PO.
     • Of 15,805 lb of gross on-hand inventory, 9 lots (~5,078 lb) are not usable this cycle — a Certificate of Conformance instead of a mill test report, open quality/MRB holds, suspended/conditional/not-approved sources, or non-qualifying melt country versus a DFARS/customer restriction. Several of the cheapest, fastest quotes in the RFQ matrix were rejected for the same reasons.
     • Top escalation: an MRB hold on 979 lb of 15-5PH plate contested by three programs. Two purchases (Raven's 300M bar, Sable's 4340 plate) carry only 8-day and 2-day schedule margins and warrant PMO attention.