Gemma 4 31B Instruct (Venice) (thinking on) on Read a synthetic annual-report excerpt and compute financial ratios

[
 {
  "segment_dir": "./usecase-runner/runs/j09-google-gemma-4-31b-it/venice_output_venice",
  "venice_output": {
   "harness": "venice-mini-agent",
   "harness_version": "1.3.1",
   "max_tokens_per_call": 16000,
   "disable_thinking": false,
   "run_cost_cap": 0.05,
   "no_tools": false,
   "resumed_from": null,
   "model": "google-gemma-4-31b-it",
   "start": "2026-10-23T20:39:01-0400",
   "num_turns": 7,
   "tool_calls": 6,
   "usage": {
    "input_tokens": 6227,
    "output_tokens": 11330,
    "cache_read_input_tokens": 19840,
    "cache_creation_input_tokens": 0
   },
   "reasoning_tokens": 0,
   "requests": [
    {
     "input_tokens": 1169,
     "output_tokens": 604,
     "cached_tokens": 0,
     "cache_write_tokens": 0
    },
    {
     "input_tokens": 1209,
     "output_tokens": 76,
     "cached_tokens": 1152,
     "cache_write_tokens": 0
    },
    {
     "input_tokens": 2732,
     "output_tokens": 4501,
     "cached_tokens": 1184,
     "cache_write_tokens": 0
    },
    {
     "input_tokens": 3913,
     "output_tokens": 1352,
     "cached_tokens": 2720,
     "cache_write_tokens": 0
    },
    {
     "input_tokens": 5256,
     "output_tokens": 19,
     "cached_tokens": 3904,
     "cache_write_tokens": 0
    },
    {
     "input_tokens": 5663,
     "output_tokens": 1602,
     "cached_tokens": 5248,
     "cache_write_tokens": 0
    },
    {
     "input_tokens": 6125,
     "output_tokens": 3176,
     "cached_tokens": 5632,
     "cache_write_tokens": 0
    }
   ],
   "cost_usd_venice_list": 0.006612,
   "billed_reported_by_venice": 0.006612,
   "wall_seconds": 195.4,
   "final_message": "The financial ratios were computed based on the provided annual report excerpt, following the specified rules for restatements, debt definitions, and free cash flow.\n\n- **Liquidity**: `current_ratio` and `quick_ratio` were calculated using total current assets, cash, short-term investments, accounts receivable, and total current liabilities for FY2025.\n- **Margins and Tax**: `gross_margin`, `operating_margin`, and `net_margin` were calculated using FY2025 net sales. The `effective_tax_rate` was computed as the provision for income taxes divided by income before taxes.\n- **Return on Equity**: `roe` was calculated using FY2025 net income and the average of FY2025 equity and the restated FY2024 equity.\n- **Debt and Coverage**: `total_debt_thousands` included the current portion of long-term debt, long-term debt, and finance lease obligations (converted from millions to thousands). `debt_to_equity` used this total debt and FY2025 equity. `interest_coverage` used operating income and interest expense.\n- **Free Cash Flow**: `fcf_thousands` was calculated as net cash from operating activities minus purchases of property and equipment and capitalized internal-use software. `fcf_margin` was FCF divided by net sales.\n- **Efficiency**: `inventory_turnover` used FY2025 cost of sales and the average of FY2025 inventory and restated FY2024 inventory. `dso_days` used the average of FY2025 and FY2024 accounts receivable.\n- **Growth and EPS**: `revenue_growth` compared FY2025 and FY2024 net sales. `eps_diluted` was computed as net income divided by diluted weighted-average shares.\n\nThe results are stored in `ratios.json`.\n\n```json\n{\n  \"current_ratio\": 2.400045476939402,\n  \"quick_ratio\": 1.24873612005912,\n  \"gross_margin\": 0.401889356348985,\n  \"operating_margin\": 0.11663927179079414,\n  \"net_margin\": 0.08298570521531186,\n  \"effective_tax_rate\": 0.2200049080849545,\n  \"roe\": 0.2628512357861103,\n  \"total_debt_thousands\": 166900.0,\n  \"debt_to_equity\": 0.580723729993041,\n  \"interest_coverage\": 9.953615556005671,\n  \"fcf_thousands\": 69565.0,\n  \"fcf_margin\": 0.08255846382986298,\n  \"inventory_turnover\": 3.7237157581690896,\n  \"dso_days\": 36.395821341893985,\n  \"revenue_growth\": 0.09245794772994231,\n  \"eps_diluted\": 1.6629013079667063\n}\n```",
   "error": null,
   "fatal": false
  },
  "trace": [
   {
    "turn": 1,
    "response": {
     "service_tier": "default",
     "id": "chatcmpl-RrpwOhelaG1SAVfpRaF4InRv",
     "object": "chat.completion",
     "created": 1792802353,
     "model": "google-gemma-4-31b-it",
     "choices": [
      {
       "index": 0,
       "message": {
        "role": "assistant",
        "content": "",
        "reasoning_content": "The objective is to read `annual_report_excerpt.md`, extract financial data, compute 16 specific financial ratios/values, and save them to `ratios.json`.\n\n    *   Dollar amounts in statements are in thousands unless specified.\n    *   Notes might be in millions; convert to thousands.\n    *   Use restated prior-year amounts from notes.\n    *   Average X = (FY2025 year-end X + FY2024 year-end X) / 2.\n    *   Total Debt = Current portion of LTD + LTD (net of current portion) + Finance lease obligations (Note 7). (Exclude operating lease liabilities).\n    *   Free Cash Flow (FCF) = Net cash from operating activities - Purchases of property and equipment - Capitalized internal-use software.\n    *   Ratios/Margins: plain fractions.\n    *   Specific formulas for 16 keys.\n\n    *   `current_ratio` = total current assets / total current liabilities\n    *   `quick_ratio` = (cash and equivalents + short-term investments + accounts receivable) / total current liabilities\n    *   `gross_margin` = gross profit / net sales\n    *   `operating_margin` = operating income / net sales\n    *   `net_margin` = net income / net sales\n    *   `effective_tax_rate` = provision for income taxes / income before income taxes\n    *   `roe` = net income / average stockholders' equity\n    *   `total_debt_thousands` = (Rule 3)\n    *   `debt_to_equity` = total debt / Dec 31, 2025 equity\n    *   `interest_coverage` = operating income / interest expense\n    *   `fcf_thousands` = (Rule 4)\n    *   `fcf_margin` = free cash flow / net sales\n    *   `inventory_turnover` = cost of sales / average inventory\n    *   `dso_days` = average accounts receivable / net sales * 365\n    *   `revenue_growth` = (FY2025 net sales / FY2024 net sales) - 1\n    *   `eps_diluted` = net income / diluted weighted-average shares (dollars per share)\n\n    *   List files to confirm `annual_report_excerpt.md` exists.\n    *   Read `annual_report_excerpt.md`.\n    *   Extract all necessary numbers.\n    *   Perform calculations.\n    *   Write to `ratios.json`.\n\nLet's start by listing the files and reading the report.",
        "name": null,
        "tool_calls": [
         {
          "id": "chatcmpl-tool-9152c5548d951a30",
          "type": "function",
          "function": {
           "name": "list_files",
           "arguments": "{\"path\": \".\"}"
          }
         }
        ]
       },
       "finish_reason": "tool_calls",
       "logprobs": null
      }
     ],
     "usage": {
      "prompt_tokens": 1169,
      "completion_tokens": 604,
      "total_tokens": 1773,
      "prompt_tokens_details": {
       "cached_tokens": 0
      }
     },
     "cost": {
      "usd": 0,
      "diem": 0.00035772
     },
     "venice_parameters": {
      "strip_thinking_response": false,
      "disable_thinking": false,
      "enable_e2ee": true,
      "enable_web_search": "off",
      "enable_web_scraping": false,
      "enable_web_citations": false,
      "include_search_results_in_stream": false,
      "include_venice_system_prompt": false,
      "enable_x_search": false,
      "web_search_citations": [],
      "return_search_results_as_documents": false
     }
    }
   },
   {
    "turn": 1,
    "tool": "list_files",
    "args": {
     "path": "."
    },
    "result": "./TASK.md\n./annual_report_excerpt.md"
   },
   {
    "turn": 2,
    "response": {
     "service_tier": "default",
     "id": "chatcmpl-R0fN8vUpskp2Tx9xxRlrt2cr",
     "object": "chat.completion",
     "created": 1792802354,
     "model": "google-gemma-4-31b-it",
     "choices": [
      {
       "index": 0,
       "message": {
        "role": "assistant",
        "content": "",
        "reasoning_content": "Okay, I need to read `annual_report_excerpt.md`, extract the necessary financial data, and compute 16 specific financial ratios and values.\n\nFirst, let's read the `annual_report_excerpt.md` file.",
        "name": null,
        "tool_calls": [
         {
          "id": "chatcmpl-tool-a3dc7497e2fef4d9",
          "type": "function",
          "function": {
           "name": "read_file",
           "arguments": "{\"path\": \"annual_report_excerpt.md\"}"
          }
         }
        ]
       },
       "finish_reason": "tool_calls",
       "logprobs": null
      }
     ],
     "usage": {
      "prompt_tokens": 1209,
      "completion_tokens": 76,
      "total_tokens": 1285,
      "prompt_tokens_details": {
       "cached_tokens": 1152
      },
      "cache_read_input_tokens": 1152
     },
     "cost": {
      "usd": 0,
      "diem": 0.00013788
     },
     "venice_parameters": {
      "strip_thinking_response": false,
      "disable_thinking": false,
      "enable_e2ee": true,
      "enable_web_search": "off",
      "enable_web_scraping": false,
      "enable_web_citations": false,
      "include_search_results_in_stream": false,
      "include_venice_system_prompt": false,
      "enable_x_search": false,
      "web_search_citations": [],
      "return_search_results_as_documents": false
     }
    }
   },
   {
    "turn": 2,
    "tool": "read_file",
    "args": {
     "path": "annual_report_excerpt.md"
    },
    "result": "# Larkspur Outdoor Goods, Inc. - Annual Report excerpt (fiscal year ended December 31, 2025)\n\n*Fictional company. All figures are synthetic and were made up for this exercise.*\n\n## Item 7. Management's Discussion and Analysis (excerpt)\n\nNet sales grew on the strength of the trail-footwear line and the reopening of two distribution centers. Management also tracks a non-GAAP \"adjusted operating income\" of $112,400 thousand, which adds back restructuring and brand amortization; this measure is not used anywhere in the GAAP statements below.\n\nSegment net sales (in thousands): Footwear 391,220; Apparel 286,905; Equipment 164,490. Segment figures are shown for context only.\n\n## Item 8. Financial Statements\n\n### Consolidated Statements of Operations\n(in thousands, except per-share amounts)\n\n| | FY2025 | FY2024 |\n|---|---:|---:|\n| Net sales | 842,615 | 771,302 |\n| Cost of sales | 503,977 | 468,215 |\n| Gross profit | 338,638 | 303,087 |\n| Selling, general and administrative | 221,450 | 204,118 |\n| Research and development | 18,906 | 17,240 |\n| Operating income | 98,282 | 81,729 |\n| Interest expense | (9,874) | (10,512) |\n| Other income, net | 1,240 | 655 |\n| Income before income taxes | 89,648 | 71,872 |\n| Provision for income taxes | 19,723 | 15,812 |\n| Net income | 69,925 | 56,060 |\n| Weighted-average shares, basic (thousands) | 41,200 | 41,650 |\n| Weighted-average shares, diluted (thousands) | 42,050 | 42,300 |\n\n### Consolidated Balance Sheets\n(in thousands; FY2024 column as originally reported, see Note 4)\n\n| | Dec 31, 2025 | Dec 31, 2024 |\n|---|---:|---:|\n| Cash and cash equivalents | 61,340 | 48,905 |\n| Short-term investments | 15,000 | 22,500 |\n| Accounts receivable, net | 88,412 | 79,630 |\n| Inventories | 142,780 | 131,455 |\n| Prepaid expenses and other | 9,118 | 8,240 |\n| **Total current assets** | 316,650 | 290,730 |\n| Property and equipment, net | 204,500 | 196,300 |\n| Operating lease right-of-use assets | 38,200 | 41,000 |\n| Goodwill | 55,000 | 55,000 |\n| **Total assets** | 614,350 | 583,030 |\n| Accounts payable | 70,215 | 66,980 |\n| Accrued liabilities | 41,320 | 38,770 |\n| Current portion of long-term debt | 12,500 | 12,500 |\n| Current operating lease liabilities | 7,900 | 7,600 |\n| **Total current liabilities** | 131,935 | 125,850 |\n| Long-term debt, net of current portion | 148,000 | 160,500 |\n| Noncurrent operating lease liabilities | 32,400 | 35,600 |\n| Other long-term liabilities | 14,615 | 12,880 |\n| **Total stockholders' equity** | 287,400 | 248,200 |\n| **Total liabilities and equity** | 614,350 | 583,030 |\n\n### Consolidated Statement of Cash Flows (summary)\n(in thousands)\n\n| | FY2025 |\n|---|---:|\n| Net cash provided by operating activities | 112,640 |\n| Purchases of property and equipment | (38,975) |\n| Capitalized internal-use software | (4,100) |\n| Purchases of short-term investments, net of maturities | 7,500 |\n| Repayment of long-term debt | (12,500) |\n| Share repurchases | (29,580) |\n| Dividends paid | (14,920) |\n\n## Notes to th"
   },
   {
    "turn": 3,
    "response": {
     "service_tier": "default",
     "id": "chatcmpl-R0F39CO8PsWHqvq4wg6gUwbt",
     "object": "chat.completion",
     "created": 1792802420,
     "model": "google-gemma-4-31b-it",
     "choices": [
      {
       "index": 0,
       "message": {
        "role": "assistant",
        "content": "",
        "reasoning_content": "The goal is to compute 16 financial ratios based on the provided `annual_report_excerpt.md`.\n\n    *   `current_ratio` = total current assets / total current liabilities\n    *   `quick_ratio` = (cash and equivalents + short-term investments + accounts receivable) / total current liabilities\n    *   `gross_margin` = gross profit / net sales\n    *   `operating_margin` = operating income / net sales\n    *   `net_margin` = net income / net sales\n    *   `effective_tax_rate` = provision for income taxes / income before income taxes\n    *   `roe` = net income / average stockholders' equity\n    *   `total_debt_thousands` = current portion of long-term debt + long-term debt (net of current portion) + finance lease obligations (Note 7)\n    *   `debt_to_equity` = total debt / Dec 31, 2025 equity\n    *   `interest_coverage` = operating income / interest expense\n    *   `fcf_thousands` = net cash provided by operating activities - purchases of property and equipment - capitalized internal-use software\n    *   `fcf_margin` = free cash flow / net sales\n    *   `inventory_turnover` = cost of sales / average inventory\n    *   `dso_days` = average accounts receivable / net sales * 365\n    *   `revenue_growth` = FY2025 net sales / FY2024 net sales - 1\n    *   `eps_diluted` = net income / diluted weighted-average shares (dollars per share)\n\n    *   Dollar amounts in statements are in thousands.\n    *   Notes can be in millions; convert to thousands.\n    *   Restated amounts for FY2024:\n        *   Inventory: $131,455k -> $127,905k (reduction of $3,550k)\n        *   Total current assets (FY2024): $290,730k - $3,550k = $287,180k\n        *   Total assets (FY2024): $583,030k - $3,550k = $579,480k\n        *   Total stockholders' equity (FY2024): $248,200k - $3,550k = $244,650k\n    *   Average X = (FY2025 year-end X + FY2024 year-end X) / 2.\n    *   Total debt (FY2025):\n        *   Current portion of long-term debt: $12,500k\n        *   Long-term debt, net of current portion: $148,000k\n        *   Finance lease obligations (Note 7): $6.4 million = $6,400k\n        *   Total debt = 12,500 + 148,000 + 6,400 = 166,900k.\n    *   Free Cash Flow (FY2025):\n        *   Net cash provided by operating activities: $112,640k\n        *   Purchases of property and equipment: $38,975k (it's given as (38,975), so subtract the absolute value)\n        *   Capitalized internal-use software: $4,100k (given as (4,100))\n        *   FCF = 112,640 - 38,975 - 4,100 = 69,565k.\n\n    *   **FY2025 Data:**\n        *   Net sales: 842,615\n        *   Cost of sales: 503,977\n        *   Gross profit: 338,638\n        *   Operating income: 98,282\n        *   Net income: 69,925\n        *   Income before income taxes: 89,648\n        *   Provision for income taxes: 19,723\n        *   Diluted weighted-average shares: 42,050 (thousands)\n        *   Cash and cash equivalents: 61,340\n        *   Short-term investments: 15,000\n        *   Accounts receivable, net: 88,412\n        *   Inventories: 142,780\n        *   Total current assets: 316,650\n        *   Total current liabilities: 131,935\n        *   Current portion of long-term debt: 12,500\n        *   Long-term debt, net of current portion: 148,000\n        *   Total stockholders' equity: 287,400\n        *   Interest expense: 9,874 (absolute value)\n        *   Net cash provided by operating activities: 112,640\n        *   Purchases of property and equipment: 38,975\n        *   Capitalized internal-use software: 4,100\n\n    *   **FY2024 Data (Restated):**\n        *   Net sales: 771,302\n        *   Cost of sales: 468,215\n        *   Inventories: 127,905 (Restated)\n        *   Accounts receivable, net: 79,630\n        *   Total stockholders' equity: 244,650 (Restated: 248,200 - 3,550)\n\n    *   `current_ratio` = 316,650 / 131,935 = 2.3993...\n    *   `quick_ratio` = (61,340 + 15,000 + 88,412) / 131,935 = 164,752 / 131,935 = 1.2488...\n    *   `gross_margin` = 338,638 / 842,615 = 0.4018...\n    *   `operating_margin` = 98,282 / 842,615 = 0.1166...\n    *   `net_margin` = 69,925 / 842,615 = 0.0830...\n    *   `effective_tax_rate` = 19,723 / 89,648 = 0.2200...\n    *   `roe` = 69,925 / ((287,400 + 244,650) / 2) = 69,925 / 266,025 = 0.2628...\n    *   `total_debt_thousands` = 12,500 + 148,000 + 6,400 = 166,900\n    *   `debt_to_equity` = 166,900 / 287,400 = 0.5807...\n    *   `interest_coverage` = 98,282 / 9,874 = 9.9536...\n    *   `fcf_thousands` = 112,640 - 38,975 - 4,100 = 69,565\n    *   `fcf_margin` = 69,565 / 842,615 = 0.0825...\n    *   `inventory_turnover` = 503,977 / ((142,780 + 127,905) / 2) = 503,977 / 135,342.5 = 3.7238...\n    *   `dso_days` = ((88,412 + 79,630) / 2) / 842,615 * 365 = 84,021 / 842,615 * 365 = 0.09971... * 365 = 36.39...\n    *   `revenue_growth` = 842,615 / 771,302 - 1 = 1.0924... - 1 = 0.0924...\n    *   `eps_diluted` = 69,925 / 42,050 = 1.6629... (thousands / thousands = dollars)\n\n    Let's double check the `eps_diluted` calculation.\n    Net income = 69,925 thousand\n    Diluted shares = 42,050 thousand\n    EPS = 69,925,000 / 42,050,000 = 1.6629...\n\n    Let's double check `dso_days`.\n    Average AR = (88,412 + 79,630) / 2 = 84,021\n    Net Sales = 842,615\n    DSO = (84,021 / 842,615) * 365 = 36.393...\n\n    Let's double check `inventory_turnover`.\n    Cost of Sales = 503,977\n    Average Inventory = (142,780 + 127,905) / 2 = 135,342.5\n    Turnover = 503,977 / 135,342.5 = 3.7238...\n\n    Let's double check `roe`.\n    Net income = 69,925\n    Average Equity = (287,400 + 244,650) / 2 = 266,025\n    ROE = 69,925 / 266,025 = 0.2628...\n\n    Let's double check `total_debt_thousands`.\n    Current portion of long-term debt: 12,500\n    Long-term debt, net of current portion: 148,000\n    Finance lease obligations: 6,400 (6.4 million)\n    Total = 166,900. Correct.\n\n    Let's double check `fcf_thousands`.\n    Net cash from operating: 112,640\n    Purchases of P&E: 38,975\n    Capitalized software: 4,100\n    FCF = 112,640 - 38,975 - 4,100 = 69,565. Correct.\n\n    Let's double check `interest_coverage`.\n    Operating income = 98,282\n    Interest expense = 9,874\n    Coverage = 98,282 / 9,874 = 9.9536...\n\n    Let's double check `revenue_growth`.\n    FY2025 sales = 842,615\n    FY2024 sales = 771,302\n    Growth = (842,615 / 771,302) - 1 = 0.0924...\n\n    Let's double check `effective_tax_rate`.\n    Provision for taxes = 19,723\n    Income before taxes = 89,648\n    Rate = 19,723 / 89,648 = 0.2200...\n\n    Let's double check `debt_to_equity`.\n    Total debt = 166,900\n    Equity (Dec 31, 2025) = 287,400\n    Ratio = 166,900 / 287,400 = 0.5807...\n\n    Let's double check `quick_ratio`.\n    Cash = 61,340\n    Short-term investments = 15,000\n    AR = 88,412\n    Total = 164,752\n    Current liabilities = 131,935\n    Ratio = 164,752 / 131,935 = 1.2488...\n\n    Let's double check `current_ratio`.\n    Total current assets = 316,650\n    Total current liabilities = 131,935\n    Ratio = 316,650 / 131,935 = 2.3993...\n\n    Let's double check `gross_margin`, `operating_margin`, `net_margin`.\n    Net sales = 842,615\n    Gross profit = 338,638 -> 338,638 / 842,615 = 0.4018...\n    Operating income = 98,282 -> 98,282 / 842,615 = 0.1166...\n    Net income = 69,925 -> 69,925 / 842,615 = 0.0830...\n\n    Let's double check `fcf_margin`.\n    FCF = 69,565\n    Net sales = 842,615\n    Margin = 69,565 / 842,615 = 0.0825...\n\n    I'll write a small python script to do the calculations precisely.",
        "name": null,
        "tool_calls": [
         {
          "id": "chatcmpl-tool-97e4b73bb1b6dc8c",
          "type": "function",
          "function": {
           "name": "write_file",
           "arguments": "{\"content\": \"\\nnet_sales_2025 = 842615\\nnet_sales_2024 = 771302\\ncost_of_sales_2025 = 503977\\ngross_profit_2025 = 338638\\noperating_income_2025 = 98282\\nnet_income_2025 = 69925\\nincome_before_tax_2025 = 89648\\nprovision_for_tax_2025 = 19723\\ndiluted_shares_2025 = 42050\\n\\ncash_2025 = 61340\\nst_investments_2025 = 15000\\nar_2025 = 88412\\nar_2024 = 79630\\ninventory_2025 = 142780\\ninventory_2024_restated = 127905\\ntotal_current_assets_2025 = 316650\\ntotal_current_liabilities_2025 = 131935\\ncurrent_portion_lt_debt_2025 = 12500\\nlt_debt_2025 = 148000\\nfinance_lease_obligations_2025 = 6400\\nequity_2025 = 287400\\nequity_2024_restated = 248200 - 3550\\ninterest_expense_2025 = 9874\\n\\nnet_cash_operating_2025 = 112640\\npurchases_pe_2025 = 38975\\ncapitalized_software_2025 = 4100\\n\\n# Calculations\\ncurrent_ratio = total_current_assets_2025 / total_current_liabilities_2025\\nquick_ratio = (cash_2025 + st_investments_2025 + ar_2025) / total_current_liabilities_2025\\ngross_margin = gross_profit_2025 / net_sales_2025\\noperating_margin = operating_income_2025 / net_sales_2025\\nnet_margin = net_income_2025 / net_sales_2025\\neffective_tax_rate = provision_for_tax_2025 / income_before_tax_2025\\nroe = net_income_2025 / ((equity_2025 + equity_2024_restated) / 2)\\ntotal_debt_thousands = current_portion_lt_debt_2025 + lt_debt_2025 + finance_lease_obligations_2025\\ndebt_to_equity = total_debt_thousands / equity_2025\\ninterest_coverage = operating_income_2025 / interest_expense_2025\\nfcf_thousands = net_cash_operating_2025 - purchases_pe_2025 - capitalized_software_2025\\nfcf_margin = fcf_thousands / net_sales_2025\\ninventory_turnover = cost_of_sales_2025 / ((inventory_2025 + inventory_2024_restated) / 2)\\ndso_days = ((ar_2025 + ar_2024) / 2) / net_sales_2025 * 365\\nrevenue_growth = net_sales_2025 / net_sales_2024 - 1\\neps_diluted = net_income_2025 / diluted_shares_2025\\n\\nprint(f\\\"current_ratio: {current_ratio}\\\")\\nprint(f\\\"quick_ratio: {quick_ratio}\\\")\\nprint(f\\\"gross_margin: {gross_margin}\\\")\\nprint(f\\\"operating_margin: {operating_margin}\\\")\\nprint(f\\\"net_margin: {net_margin}\\\")\\nprint(f\\\"effective_tax_rate: {effective_tax_rate}\\\")\\nprint(f\\\"roe: {roe}\\\")\\nprint(f\\\"total_debt_thousands: {total_debt_thousands}\\\")\\nprint(f\\\"debt_to_equity: {debt_to_equity}\\\")\\nprint(f\\\"interest_coverage: {interest_coverage}\\\")\\nprint(f\\\"fcf_thousands: {fcf_thousands}\\\")\\nprint(f\\\"fcf_margin: {fcf_margin}\\\")\\nprint(f\\\"inventory_turnover: {inventory_turnover}\\\")\\nprint(f\\\"dso_days: {dso_days}\\\")\\nprint(f\\\"revenue_growth: {revenue_growth}\\\")\\nprint(f\\\"eps_diluted: {eps_diluted}\\\")\\n\"}"
          }
         }
        ]
       },
       "finish_reason": "tool_calls",
       "logprobs": null
      }
     ],
     "usage": {
      "prompt_tokens": 2732,
      "completion_tokens": 4501,
      "total_tokens": 7233,
      "prompt_tokens_details": {
       "cached_tokens": 1184
      },
      "cache_read_input_tokens": 1184
     },
     "cost": {
      "usd": 0,
      "diem": 0.00191268
     },
     "venice_parameters": {
      "strip_thinking_response": false,
      "disable_thinking": false,
      "enable_e2ee": true,
      "enable_web_search": "off",
      "enable_web_scraping": false,
      "enable_web_citations": false,
      "include_search_results_in_stream": false,
      "include_venice_system_prompt": false,
      "enable_x_search": false,
      "web_search_citations": [],
      "return_search_results_as_documents": false
     }
    }
   },
   {
    "turn": 3,
    "tool": "write_file",
    "args": {
     "content": "\nnet_sales_2025 = 842615\nnet_sales_2024 = 771302\ncost_of_sales_2025 = 503977\ngross_profit_2025 = 338638\noperating_income_2025 = 98282\nnet_income_2025 = 69925\nincome_before_tax_2025 = 89648\nprovision_for_tax_2025 = 19723\ndiluted_shares_2025 = 42050\n\ncash_2025 = 61340\nst_investments_2025 = 15000\nar_2025 = 88412\nar_2024 = 79630\ninventory_2025 = 142780\ninventory_2024_restated = 127905\ntotal_current_assets_2025 = 316650\ntotal_current_liabilities_2025 = 131935\ncurrent_portion_lt_debt_2025 = 12500\nlt_debt_2025 = 148000\nfinance_lease_obligations_2025 = 6400\nequity_2025 = 287400\nequity_2024_restated = 248200 - 3550\ninterest_expense_2025 = 9874\n\nnet_cash_operating_2025 = 112640\npurchases_pe_2025 = 38975\ncapitalized_software_2025 = 4100\n\n# Calculations\ncurrent_ratio = total_current_assets_2025 / total_current_liabilities_2025\nquick_ratio = (cash_2025 + st_investments_2025 + ar_2025) / total_current_liabilities_2025\ngross_margin = gross_profit_2025 / net_sales_2025\noperating_margin = operating_income_2025 / net_sales_2025\nnet_margin = net_income_2025 / net_sales_2025\neffective_tax_rate = provision_for_tax_2025 / income_before_tax_2025\nroe = net_income_2025 / ((equity_2025 + equity_2024_restated) / 2)\ntotal_debt_thousands = current_portion_lt_debt_2025 + lt_debt_2025 + finance_lease_obligations_2025\ndebt_to_equity = total_debt_thousands / equity_2025\ninterest_coverage = operating_income_2025 / interest_expense_2025\nfcf_thousands = net_cash_operating_2025 - purchases_pe_2025 - capitalized_software_2025\nfcf_margin = fcf_thousands / net_sales_2025\ninventory_turnover = cost_of_sales_2025 / ((inventory_2025 + inventory_2024_restated) / 2)\ndso_days = ((ar_2025 + ar_2024) / 2) / net_sales_2025 * 365\nrevenue_growth = net_sales_2025 / net_sales_2024 - 1\neps_diluted = net_income_2025 / diluted_shares_2025\n\nprint(f\"current_ratio: {current_ratio}\")\nprint(f\"quick_ratio: {quick_ratio}\")\nprint(f\"gross_margin: {gross_margin}\")\nprint(f\"operating_margin: {operating_margin}\")\nprint(f\"net_margin: {net_margin}\")\nprint(f\"effective_tax_rate: {effective_tax_rate}\")\nprint(f\"roe: {roe}\")\nprint(f\"total_debt_thousands: {total_debt_thousands}\")\nprint(f\"debt_to_equity: {debt_to_equity}\")\nprint(f\"interest_coverage: {interest_coverage}\")\nprint(f\"fcf_thousands: {fcf_thousands}\")\nprint(f\"fcf_margin: {fcf_margin}\")\nprint(f\"inventory_turnover: {inventory_turnover}\")\nprint(f\"dso_days: {dso_days}\")\nprint(f\"revenue_growth: {revenue_growth}\")\nprint(f\"eps_diluted: {eps_diluted}\")\n"
    },
    "result": "ERROR: 'path'"
   },
   {
    "turn": 4,
    "response": {
     "service_tier": "default",
     "id": "chatcmpl-Ru8RulUHYP2ZUJRqB8oBKqXf",
     "object": "chat.completion",
     "created": 1792802444,
     "model": "google-gemma-4-31b-it",
     "choices": [
      {
       "index": 0,
       "message": {
        "role": "assistant",
        "content": "",
        "reasoning_content": "I forgot to provide the `path` argument in `write_file`. I will correct that and run the script.",
        "name": null,
        "tool_calls": [
         {
          "id": "chatcmpl-tool-a15c1e2b112f333c",
          "type": "function",
          "function": {
           "name": "write_file",
           "arguments": "{\"content\": \"\\nnet_sales_2025 = 842615\\nnet_sales_2024 = 771302\\ncost_of_sales_2025 = 503977\\ngross_profit_2025 = 338638\\noperating_income_2025 = 98282\\nnet_income_2025 = 69925\\nincome_before_tax_2025 = 89648\\nprovision_for_tax_2025 = 19723\\ndiluted_shares_2025 = 42050\\n\\ncash_2025 = 61340\\nst_investments_2025 = 15000\\nar_2025 = 88412\\nar_2024 = 79630\\ninventory_2025 = 142780\\ninventory_2024_restated = 127905\\ntotal_current_assets_2025 = 316650\\ntotal_current_liabilities_2025 = 131935\\ncurrent_portion_lt_debt_2025 = 12500\\nlt_debt_2025 = 148000\\nfinance_lease_obligations_2025 = 6400\\nequity_2025 = 287400\\nequity_2024_restated = 248200 - 3550\\ninterest_expense_2025 = 9874\\n\\nnet_cash_operating_2025 = 112640\\npurchases_pe_2025 = 38975\\ncapitalized_software_2025 = 4100\\n\\n# Calculations\\ncurrent_ratio = total_current_assets_2025 / total_current_liabilities_2025\\nquick_ratio = (cash_2025 + st_investments_2025 + ar_2025) / total_current_liabilities_2025\\ngross_margin = gross_profit_2025 / net_sales_2025\\noperating_margin = operating_income_2025 / net_sales_2025\\nnet_margin = net_income_2025 / net_sales_2025\\neffective_tax_rate = provision_for_tax_2025 / income_before_tax_2025\\nroe = net_income_2025 / ((equity_2025 + equity_2024_restated) / 2)\\ntotal_debt_thousands = current_portion_lt_debt_2025 + lt_debt_2025 + finance_lease_obligations_2025\\ndebt_to_equity = total_debt_thousands / equity_2025\\ninterest_coverage = operating_income_2025 / interest_expense_2025\\nfcf_thousands = net_cash_operating_2025 - purchases_pe_2025 - capitalized_software_2025\\nfcf_margin = fcf_thousands / net_sales_2025\\ninventory_turnover = cost_of_sales_2025 / ((inventory_2025 + inventory_2024_restated) / 2)\\ndso_days = ((ar_2025 + ar_2024) / 2) / net_sales_2025 * 365\\nrevenue_growth = net_sales_2025 / net_sales_2024 - 1\\neps_diluted = net_income_2025 / (diluted_shares_2025 * 1000) # diluted_shares_2025 is in thousands, net_income_2025 is in thousands. Wait.\\n\\n# Let's re-check EPS.\\n# Net income = 69,925 thousand\\n# Diluted shares = 42,050 thousand\\n# EPS = 69,925,000 / 42,050,000 = 69,925 / 42,050\\n# The units are both thousands, so they cancel out.\\neps_diluted = net_income_2025 / diluted_shares_2025\\n\\nprint(f\\\"current_ratio: {current_ratio}\\\")\\nprint(f\\\"quick_ratio: {quick_ratio}\\\")\\nprint(f\\\"gross_margin: {gross_margin}\\\")\\nprint(f\\\"operating_margin: {operating_margin}\\\")\\nprint(f\\\"net_margin: {net_margin}\\\")\\nprint(f\\\"effective_tax_rate: {effective_tax_rate}\\\")\\nprint(f\\\"roe: {roe}\\\")\\nprint(f\\\"total_debt_thousands: {total_debt_thousands}\\\")\\nprint(f\\\"debt_to_equity: {debt_to_equity}\\\")\\nprint(f\\\"interest_coverage: {interest_coverage}\\\")\\nprint(f\\\"fcf_thousands: {fcf_thousands}\\\")\\nprint(f\\\"fcf_margin: {fcf_margin}\\\")\\nprint(f\\\"inventory_turnover: {inventory_turnover}\\\")\\nprint(f\\\"dso_days: {dso_days}\\\")\\nprint(f\\\"revenue_growth: {revenue_growth}\\\")\\nprint(f\\\"eps_diluted: {eps_diluted}\\\")\\n\", \"path\": \"calc.py\"}"
          }
         }
        ]
       },
       "finish_reason": "tool_calls",
       "logprobs": null
      }
     ],
     "usage": {
      "prompt_tokens": 3913,
      "completion_tokens": 1352,
      "total_tokens": 5265,
      "prompt_tokens_details": {
       "cached_tokens": 2720
      },
      "cache_read_input_tokens": 2720
     },
     "cost": {
      "usd": 0,
      "diem": 0.00087468
     },
     "venice_parameters": {
      "strip_thinking_response": false,
      "disable_thinking": false,
      "enable_e2ee": true,
      "enable_web_search": "off",
      "enable_web_scraping": false,
      "enable_web_citations": false,
      "include_search_results_in_stream": false,
      "include_venice_system_prompt": false,
      "enable_x_search": false,
      "web_search_citations": [],
      "return_search_results_as_documents": false
     }
    }
   },
   {
    "turn": 4,
    "tool": "write_file",
    "args": {
     "content": "\nnet_sales_2025 = 842615\nnet_sales_2024 = 771302\ncost_of_sales_2025 = 503977\ngross_profit_2025 = 338638\noperating_income_2025 = 98282\nnet_income_2025 = 69925\nincome_before_tax_2025 = 89648\nprovision_for_tax_2025 = 19723\ndiluted_shares_2025 = 42050\n\ncash_2025 = 61340\nst_investments_2025 = 15000\nar_2025 = 88412\nar_2024 = 79630\ninventory_2025 = 142780\ninventory_2024_restated = 127905\ntotal_current_assets_2025 = 316650\ntotal_current_liabilities_2025 = 131935\ncurrent_portion_lt_debt_2025 = 12500\nlt_debt_2025 = 148000\nfinance_lease_obligations_2025 = 6400\nequity_2025 = 287400\nequity_2024_restated = 248200 - 3550\ninterest_expense_2025 = 9874\n\nnet_cash_operating_2025 = 112640\npurchases_pe_2025 = 38975\ncapitalized_software_2025 = 4100\n\n# Calculations\ncurrent_ratio = total_current_assets_2025 / total_current_liabilities_2025\nquick_ratio = (cash_2025 + st_investments_2025 + ar_2025) / total_current_liabilities_2025\ngross_margin = gross_profit_2025 / net_sales_2025\noperating_margin = operating_income_2025 / net_sales_2025\nnet_margin = net_income_2025 / net_sales_2025\neffective_tax_rate = provision_for_tax_2025 / income_before_tax_2025\nroe = net_income_2025 / ((equity_2025 + equity_2024_restated) / 2)\ntotal_debt_thousands = current_portion_lt_debt_2025 + lt_debt_2025 + finance_lease_obligations_2025\ndebt_to_equity = total_debt_thousands / equity_2025\ninterest_coverage = operating_income_2025 / interest_expense_2025\nfcf_thousands = net_cash_operating_2025 - purchases_pe_2025 - capitalized_software_2025\nfcf_margin = fcf_thousands / net_sales_2025\ninventory_turnover = cost_of_sales_2025 / ((inventory_2025 + inventory_2024_restated) / 2)\ndso_days = ((ar_2025 + ar_2024) / 2) / net_sales_2025 * 365\nrevenue_growth = net_sales_2025 / net_sales_2024 - 1\neps_diluted = net_income_2025 / (diluted_shares_2025 * 1000) # diluted_shares_2025 is in thousands, net_income_2025 is in thousands. Wait.\n\n# Let's re-check EPS.\n# Net income = 69,925 thousand\n# Diluted shares = 42,050 thousand\n# EPS = 69,925,000 / 42,050,000 = 69,925 / 42,050\n# The units are both thousands, so they cancel out.\neps_diluted = net_income_2025 / diluted_shares_2025\n\nprint(f\"current_ratio: {current_ratio}\")\nprint(f\"quick_ratio: {quick_ratio}\")\nprint(f\"gross_margin: {gross_margin}\")\nprint(f\"operating_margin: {operating_margin}\")\nprint(f\"net_margin: {net_margin}\")\nprint(f\"effective_tax_rate: {effective_tax_rate}\")\nprint(f\"roe: {roe}\")\nprint(f\"total_debt_thousands: {total_debt_thousands}\")\nprint(f\"debt_to_equity: {debt_to_equity}\")\nprint(f\"interest_coverage: {interest_coverage}\")\nprint(f\"fcf_thousands: {fcf_thousands}\")\nprint(f\"fcf_margin: {fcf_margin}\")\nprint(f\"inventory_turnover: {inventory_turnover}\")\nprint(f\"dso_days: {dso_days}\")\nprint(f\"revenue_growth: {revenue_growth}\")\nprint(f\"eps_diluted: {eps_diluted}\")\n",
     "path": "calc.py"
    },
    "result": "wrote 2801 chars"
   },
   {
    "turn": 5,
    "response": {
     "service_tier": "default",
     "id": "chatcmpl-RNAPwfHpOdxAfYbSOa48HYNH",
     "object": "chat.completion",
     "created": 1792802445,
     "model": "google-gemma-4-31b-it",
     "choices": [
      {
       "index": 0,
       "message": {
        "role": "assistant",
        "content": "",
        "reasoning_content": null,
        "name": null,
        "tool_calls": [
         {
          "id": "chatcmpl-tool-9bfd33094d6d4ec5",
          "type": "function",
          "function": {
           "name": "run_shell",
           "arguments": "{\"command\": \"python3 calc.py\"}"
          }
         }
        ]
       },
       "finish_reason": "tool_calls",
       "logprobs": null
      }
     ],
     "usage": {
      "prompt_tokens": 5256,
      "completion_tokens": 19,
      "total_tokens": 5275,
      "prompt_tokens_details": {
       "cached_tokens": 3904
      },
      "cache_read_input_tokens": 3904
     },
     "cost": {
      "usd": 0,
      "diem": 0.00052044
     },
     "venice_parameters": {
      "strip_thinking_response": false,
      "disable_thinking": false,
      "enable_e2ee": true,
      "enable_web_search": "off",
      "enable_web_scraping": false,
      "enable_web_citations": false,
      "include_search_results_in_stream": false,
      "include_venice_system_prompt": false,
      "enable_x_search": false,
      "web_search_citations": [],
      "return_search_results_as_documents": false
     }
    }
   },
   {
    "turn": 5,
    "tool": "run_shell",
    "args": {
     "command": "python3 calc.py"
    },
    "result": "exit=0\nstdout:\ncurrent_ratio: 2.400045476939402\nquick_ratio: 1.24873612005912\ngross_margin: 0.401889356348985\noperating_margin: 0.11663927179079414\nnet_margin: 0.08298570521531186\neffective_tax_rate: 0.2200049080849545\nroe: 0.2628512357861103\ntotal_debt_thousands: 166900\ndebt_to_equity: 0.580723729993041\ninterest_coverage: 9.953615556005671\nfcf_thousands: 69565\nfcf_margin: 0.08255846382986298\ninventory_turnover: 3.7237157581690896\ndso_days: 36.395821341893985\nrevenue_growth: 0.09245794772994231\neps_diluted: 1.6629013079667063\n\nstderr:\n"
   },
   {
    "turn": 6,
    "response": {
     "service_tier": "default",
     "id": "chatcmpl-RKNHqTtmOxUpXZSqbWQbalyM",
     "object": "chat.completion",
     "created": 1792802468,
     "model": "google-gemma-4-31b-it",
     "choices": [
      {
       "index": 0,
       "message": {
        "role": "assistant",
        "content": "",
        "reasoning_content": "Okay, I have all the calculated values. Now I need to format them into `ratios.json`.\n\nLet's double check the rules:\n1. Dollar amounts in thousands unless otherwise stated. Notes in millions -> convert to thousands.\n   - Finance lease obligations: $6.4 million = 6,400 thousand. Correct.\n2. Restated amounts:\n   - Inventory 2024: 131,455 -> 127,905. Correct.\n   - Equity 2024: 248,200 - 3,550 = 244,650. Correct.\n   - Average X = (FY2025 + FY2024_restated) / 2.\n   - ROE: Net income 2025 / average equity. Correct.\n   - Inventory Turnover: Cost of sales 2025 / average inventory. Correct.\n3. Total debt = current portion of LT debt + LT debt (net of current) + finance lease obligations.\n   - 12,500 + 148,000 + 6,400 = 166,900. Correct.\n4. Free cash flow = net cash operating - purchases of P&E - capitalized software.\n   - 112,640 - 38,975 - 4,100 = 69,565. Correct.\n5. Definitions:\n   - `current_ratio` = total current assets / total current liabilities. Correct.\n   - `quick_ratio` = (cash + st investments + AR) / total current liabilities. Correct.\n   - `gross_margin` = gross profit / net sales. Correct.\n   - `operating_margin` = operating income / net sales. Correct.\n   - `net_margin` = net income / net sales. Correct.\n   - `effective_tax_rate` = provision for income taxes / income before income taxes. Correct.\n   - `roe` = net income / average stockholders' equity. Correct.\n   - `total_debt_thousands` = 166,900. Correct.\n   - `debt_to_equity` = total debt / Dec 31, 2025 equity. Correct.\n   - `interest_coverage` = operating income / interest expense. Correct.\n   - `fcf_thousands` = 69,565. Correct.\n   - `fcf_margin` = fcf / net sales. Correct.\n   - `inventory_turnover` = cost of sales / average inventory. Correct.\n   - `dso_days` = average AR / net sales * 365. Correct.\n   - `revenue_growth` = FY2025 net sales / FY2024 net sales - 1. Correct.\n   - `eps_diluted` = net income / diluted weighted-average shares. Correct.\n\nWait, let me re-verify `dso_days`.\n`dso_days` = average accounts receivable / net sales * 365.\nAverage AR = (88,412 + 79,630) / 2 = 84,021.\nNet sales = 842,615.\nDSO = 84,021 / 842,615 * 365 = 36.3958...\nCorrect.\n\nLet me re-verify `roe`.\nNet income 2025 = 69,925.\nEquity 2025 = 287,400.\nEquity 2024 restated = 248,200 - 3,550 = 244,650.\nAverage equity = (287,400 + 244,650) / 2 = 266,025.\nROE = 69,925 / 266,025 = 0.26285...\nCorrect.\n\nLet me re-verify `inventory_turnover`.\nCost of sales 2025 = 503,977.\nInventory 2025 = 142,780.\nInventory 2024 restated = 127,905.\nAverage inventory = (142,780 + 127,905) / 2 = 135,342.5.\nTurnover = 503,977 / 135,342.5 = 3.7237...\nCorrect.\n\nLet me re-verify `eps_diluted`.\nNet income = 69,925 (thousands).\nDiluted shares = 42,050 (thousands).\nEPS = 69,925 / 42,050 = 1.6629...\nCorrect.\n\nNow I will create the `ratios.json` file.",
        "name": null,
        "tool_calls": [
         {
          "id": "chatcmpl-tool-af375e21463c352a",
          "type": "function",
          "function": {
           "name": "write_file",
           "arguments": "{\"content\": \"{\\n  \\\"current_ratio\\\": 2.400045476939402,\\n  \\\"quick_ratio\\\": 1.24873612005912,\\n  \\\"gross_margin\\\": 0.401889356348985,\\n  \\\"operating_margin\\\": 0.11663927179079414,\\n  \\\"net_margin\\\": 0.08298570521531186,\\n  \\\"effective_tax_rate\\\": 0.2200049080849545,\\n  \\\"roe\\\": 0.2628512357861103,\\n  \\\"total_debt_thousands\\\": 166900.0,\\n  \\\"debt_to_equity\\\": 0.580723729993041,\\n  \\\"interest_coverage\\\": 9.953615556005671,\\n  \\\"fcf_thousands\\\": 69565.0,\\n  \\\"fcf_margin\\\": 0.08255846382986298,\\n  \\\"inventory_turnover\\\": 3.7237157581690896,\\n  \\\"dso_days\\\": 36.395821341893985,\\n  \\\"revenue_growth\\\": 0.09245794772994231,\\n  \\\"eps_diluted\\\": 1.6629013079667063\\n}\\n\", \"path\": \"ratios.json\"}"
          }
         }
        ]
       },
       "finish_reason": "tool_calls",
       "logprobs": null
      }
     ],
     "usage": {
      "prompt_tokens": 5663,
      "completion_tokens": 1602,
      "total_tokens": 7265,
      "prompt_tokens_details": {
       "cached_tokens": 5248
      },
      "cache_read_input_tokens": 5248
     },
     "cost": {
      "usd": 0,
      "diem": 0.00109884
     },
     "venice_parameters": {
      "strip_thinking_response": false,
      "disable_thinking": false,
      "enable_e2ee": true,
      "enable_web_search": "off",
      "enable_web_scraping": false,
      "enable_web_citations": false,
      "include_search_results_in_stream": false,
      "include_venice_system_prompt": false,
      "enable_x_search": false,
      "web_search_citations": [],
      "return_search_results_as_documents": false
     }
    }
   },
   {
    "turn": 6,
    "tool": "write_file",
    "args": {
     "content": "{\n  \"current_ratio\": 2.400045476939402,\n  \"quick_ratio\": 1.24873612005912,\n  \"gross_margin\": 0.401889356348985,\n  \"operating_margin\": 0.11663927179079414,\n  \"net_margin\": 0.08298570521531186,\n  \"effective_tax_rate\": 0.2200049080849545,\n  \"roe\": 0.2628512357861103,\n  \"total_debt_thousands\": 166900.0,\n  \"debt_to_equity\": 0.580723729993041,\n  \"interest_coverage\": 9.953615556005671,\n  \"fcf_thousands\": 69565.0,\n  \"fcf_margin\": 0.08255846382986298,\n  \"inventory_turnover\": 3.7237157581690896,\n  \"dso_days\": 36.395821341893985,\n  \"revenue_growth\": 0.09245794772994231,\n  \"eps_diluted\": 1.6629013079667063\n}\n",
     "path": "ratios.json"
    },
    "result": "wrote 604 chars"
   },
   {
    "turn": 7,
    "response": {
     "service_tier": "default",
     "id": "chatcmpl-RSX0VBjUp5YraahBivLo54X5",
     "object": "chat.completion",
     "created": 1792802536,
     "model": "google-gemma-4-31b-it",
     "choices": [
      {
       "index": 0,
       "message": {
        "role": "assistant",
        "content": "The financial ratios were computed based on the provided annual report excerpt, following the specified rules for restatements, debt definitions, and free cash flow.\n\n- **Liquidity**: `current_ratio` and `quick_ratio` were calculated using total current assets, cash, short-term investments, accounts receivable, and total current liabilities for FY2025.\n- **Margins and Tax**: `gross_margin`, `operating_margin`, and `net_margin` were calculated using FY2025 net sales. The `effective_tax_rate` was computed as the provision for income taxes divided by income before taxes.\n- **Return on Equity**: `roe` was calculated using FY2025 net income and the average of FY2025 equity and the restated FY2024 equity.\n- **Debt and Coverage**: `total_debt_thousands` included the current portion of long-term debt, long-term debt, and finance lease obligations (converted from millions to thousands). `debt_to_equity` used this total debt and FY2025 equity. `interest_coverage` used operating income and interest expense.\n- **Free Cash Flow**: `fcf_thousands` was calculated as net cash from operating activities minus purchases of property and equipment and capitalized internal-use software. `fcf_margin` was FCF divided by net sales.\n- **Efficiency**: `inventory_turnover` used FY2025 cost of sales and the average of FY2025 inventory and restated FY2024 inventory. `dso_days` used the average of FY2025 and FY2024 accounts receivable.\n- **Growth and EPS**: `revenue_growth` compared FY2025 and FY2024 net sales. `eps_diluted` was computed as net income divided by diluted weighted-average shares.\n\nThe results are stored in `ratios.json`.\n\n```json\n{\n  \"current_ratio\": 2.400045476939402,\n  \"quick_ratio\": 1.24873612005912,\n  \"gross_margin\": 0.401889356348985,\n  \"operating_margin\": 0.11663927179079414,\n  \"net_margin\": 0.08298570521531186,\n  \"effective_tax_rate\": 0.2200049080849545,\n  \"roe\": 0.2628512357861103,\n  \"total_debt_thousands\": 166900.0,\n  \"debt_to_equity\": 0.580723729993041,\n  \"interest_coverage\": 9.953615556005671,\n  \"fcf_thousands\": 69565.0,\n  \"fcf_margin\": 0.08255846382986298,\n  \"inventory_turnover\": 3.7237157581690896,\n  \"dso_days\": 36.395821341893985,\n  \"revenue_growth\": 0.09245794772994231,\n  \"eps_diluted\": 1.6629013079667063\n}\n```",
        "reasoning_content": "Wait, I should double check the `dso_days` calculation.\n`dso_days` = average accounts receivable / net sales * 365.\nAverage accounts receivable = (88,412 + 79,630) / 2 = 84,021.\nNet sales = 842,615.\nDSO = (84,021 / 842,615) * 365 = 0.099714 * 365 = 36.3958.\nCorrect.\n\nWait, let me check `inventory_turnover`.\n`inventory_turnover` = cost of sales / average inventory.\nCost of sales 2025 = 503,977.\nAverage inventory = (142,780 + 127,905) / 2 = 135,342.5.\nTurnover = 503,977 / 135,342.5 = 3.7237.\nCorrect.\n\nLet me check `roe`.\nNet income 2025 = 69,925.\nAverage equity = (287,400 + (248,200 - 3,550)) / 2 = (287,400 + 244,650) / 2 = 532,050 / 2 = 266,025.\nROE = 69,925 / 266,025 = 0.26285.\nCorrect.\n\nLet me check `total_debt_thousands`.\nCurrent portion of long-term debt = 12,500.\nLong-term debt, net of current portion = 148,000.\nFinance lease obligations = 6.4 million = 6,400 thousand.\nTotal debt = 12,500 + 148,000 + 6,400 = 166,900.\nCorrect.\n\nLet me check `fcf_thousands`.\nNet cash provided by operating activities = 112,640.\nPurchases of property and equipment = 38,975.\nCapitalized internal-use software = 4,100.\nFCF = 112,640 - 38,975 - 4,100 = 69,565.\nCorrect.\n\nLet me check `eps_diluted`.\nNet income = 69,925 thousand.\nDiluted shares = 42,050 thousand.\nEPS = 69,925 / 42,050 = 1.6629.\nCorrect.\n\nLet me check `revenue_growth`.\nFY2025 net sales = 842,615.\nFY2024 net sales = 771,302.\nGrowth = 842,615 / 771,302 - 1 = 1.092458 - 1 = 0.092458.\nCorrect.\n\nLet me check `effective_tax_rate`.\nProvision for income taxes = 19,723.\nIncome before income taxes = 89,648.\nRate = 19,723 / 89,648 = 0.220005.\nCorrect.\n\nLet me check `interest_coverage`.\nOperating income = 98,282.\nInterest expense = 9,874.\nCoverage = 98,282 / 9,874 = 9.9536.\nCorrect.\n\nLet me check `debt_to_equity`.\nTotal debt = 166,900.\nEquity (Dec 31, 2025) = 287,400.\nRatio = 166,900 / 287,400 = 0.58072.\nCorrect.\n\nLet me check `current_ratio`.\nTotal current assets = 316,650.\nTotal current liabilities = 131,935.\nRatio = 316,650 / 131,935 = 2.400045.\nCorrect.\n\nLet me check `quick_ratio`.\nCash and equivalents = 61,340.\nShort-term investments = 15,000.\nAccounts receivable = 88,412.\nTotal = 61,340 + 15,000 + 88,412 = 164,752.\nTotal current liabilities = 131,935.\nRatio = 164,752 / 131,935 = 1.248736.\nCorrect.\n\nLet me check `gross_margin`, `operating_margin`, `net_margin`.\nNet sales = 842,615.\nGross profit = 338,638.\nGross margin = 338,638 / 842,615 = 0.401889.\nOperating income = 98,282.\nOperating margin = 98,282 / 842,615 = 0.116639.\nNet income = 69,925.\nNet margin = 69,925 / 842,615 = 0.082986.\nCorrect.\n\nEverything seems correct.\n\nFinal check on the keys in `ratios.json`:\n`current_ratio`, `quick_ratio`, `gross_margin`, `operating_margin`, `net_margin`, `effective_tax_rate`, `roe`, `total_debt_thousands`, `debt_to_equity`, `interest_coverage`, `fcf_thousands`, `fcf_margin`, `inventory_turnover`, `dso_days`, `revenue_growth`, `eps_diluted`.\nTotal 16 keys.\n\nWait, one more check on `fcf_margin`.\nFCF = 69,565.\nNet sales = 842,615.\nFCF margin = 69,565 / 842,615 = 0.082558.\nCorrect.\n\nOne more check on `dso_days`.\nAverage AR = (88,412 + 79,630) / 2 = 84,021.\nNet sales = 842,615.\nDSO = (84,021 / 842,615) * 365 = 36.3958.\nCorrect.\n\nOne more check on `inventory_turnover`.\nCost of sales = 503,977.\nAverage inventory = (142,780 + 127,905) / 2 = 135,342.5.\nTurnover = 503,977 / 135,342.5 = 3.7237.\nCorrect.\n\nOne more check on `roe`.\nNet income = 69,925.\nAverage equity = (287,400 + 244,650) / 2 = 266,025.\nROE = 69,925 / 266,025 = 0.26285.\nCorrect.\n\nOne more check on `total_debt_thousands`.\nCurrent portion of long-term debt = 12,500.\nLong-term debt, net of current portion = 148,000.\nFinance lease obligations = 6,400.\nTotal = 166,900.\nCorrect.\n\nOne more check on `eps_diluted`.\nNet income = 69,925.\nDiluted shares = 42,050.\nEPS = 69,925 / 42,050 = 1.6629.\nCorrect.\n\nOne more check on `revenue_growth`.\n842,615 / 771,302 - 1 = 0.092458.\nCorrect.\n\nOne more check on `effective_tax_rate`.\n19,723 / 89,648 = 0.220005.\nCorrect.\n\nOne more check on `interest_coverage`.\n98,282 / 9,874 = 9.9536.\nCorrect.\n\nOne more check on `debt_to_equity`.\n166,900 / 287,400 = 0.58072.\nCorrect.\n\nOne more check on `current_ratio`.\n316,650 / 131,935 = 2.400045.\nCorrect.\n\nOne more check on `quick_ratio`.\n(61,340 + 15,000 + 88,412) / 131,935 = 164,752 / 131,935 = 1.248736.\nCorrect.\n\nOne more check on `gross_margin`, `operating_margin`, `net_margin`.\n338,638 / 842,615 = 0.401889.\n98,282 / 842,615 = 0.116639.\n69,925 / 842,615 = 0.082986.\nCorrect.\n\nEverything looks solid.",
        "name": null,
        "tool_calls": null
       },
       "finish_reason": "stop",
       "logprobs": null
      }
     ],
     "usage": {
      "prompt_tokens": 6125,
      "completion_tokens": 3176,
      "total_tokens": 9301,
      "prompt_tokens_details": {
       "cached_tokens": 5632
      },
      "cache_read_input_tokens": 5632
     },
     "cost": {
      "usd": 0,
      "diem": 0.0017093999999999998
     },
     "venice_parameters": {
      "strip_thinking_response": false,
      "disable_thinking": false,
      "enable_e2ee": true,
      "enable_web_search": "off",
      "enable_web_scraping": false,
      "enable_web_citations": false,
      "include_search_results_in_stream": false,
      "include_venice_system_prompt": false,
      "enable_x_search": false,
      "web_search_citations": [],
      "return_search_results_as_documents": false
     }
    }
   }
  ]
 }
]