max_token & json utils

src/cfg/agentic_config.yaml

@@ -13,15 +13,15 @@ debate_cfg:
 # Agent configurations (shared across all stages)
 agents:
   scientist_a:
-    model_name: gpt-5
+    model_name: gpt-4o
     seed: 8
 
   scientist_b:
     model_name: gemini-2.5-pro
     seed: 88  # If using same model as scientist_a, use different seed for diversity
 
   moderator:
-    model_name: claude-opus-4-1-20250805
+    model_name: claude-3-5-sonnet-20241022
     seed: 888
 
 # Stage 1: Area Generation Configuration

src/task_solve_models/Results/temp_debate_outputs/vali_0_solution/vali_0_solution.json

@@ -0,0 +1,77 @@
+{
+  "task_id": "vali_0",
+  "capability_name": "NM",
+  "area_name": "Financial",
+  "problem": "Question: \n\\begin{table}[h!]\n    \\centering\n    \\begin{tabular}{l|r|r}\n        \\textbf{SMOLIRA GOLF CORP.} & \\textbf{2006} & \\textbf{2007} \\\\\n        \\textbf{Balance Sheets} & & \\\\\n        \\hline\n        \\textbf{Assets} & & \\\\\n        Current assets & & \\\\\n        \\quad Cash & \\$ 18,270 & \\$ 22,150 \\\\\n        \\quad Accounts receivable & 12,315 & 13,865 \\\\\n        \\quad Inventory & 21,584 & 24,876 \\\\\n        \\quad Total & \\$ 52,169 & \\$ 60,891 \\\\\n        \\hline\n        Fixed assets & & \\\\\n        \\quad Net plant and equipment & \\$ 168,326 & \\$ 184,735 \\\\\n        \\hline\n        \\textbf{Total assets} & \\$ 220,495 & \\$ 245,626 \\\\\n        \\hline\n        \\textbf{Liabilities and Owners\u2019 Equity} & & \\\\\n        Current liabilities & & \\\\\n        \\quad Accounts payable & \\$ 16,215 & \\$ 17,318 \\\\\n        \\quad Notes payable & 8,000 & 10,000 \\\\\n        \\quad Other & 11,145 & 14,451 \\\\\n        \\quad Total & \\$ 35,360 & \\$ 41,769 \\\\\n        \\hline\n        Long-term debt & & \\\\\n        \\quad & \\$ 80,000 & \\$ 85,000 \\\\\n        \\hline\n        Owners\u2019 equity & & \\\\\n        \\quad Common stock and & & \\\\\n        \\quad paid-in surplus & \\$ 20,000 & \\$ 20,000 \\\\\n        \\quad Retained earnings & 85,135 & 98,857 \\\\\n        \\quad Total & \\$ 105,135 & \\$ 118,857 \\\\\n        \\hline\n        \\textbf{Total liabilities} & \\$ 220,495 & \\$ 245,626 \\\\\n        \\textbf{and owners\u2019 equity} & & \\\\\n    \\end{tabular}\n\\end{table}\n\n\n\\begin{table}[h]\n    \\centering\n    \\caption{SMOLIRA GOLF CORP. 2007 Income Statement}\n    \\begin{tabular}{l r}\n        \\hline\n        Sales & \\$ 285,760 \\\\\n        Cost of goods sold & 205,132 \\\\\n        Depreciation & 21,950 \\\\\n        Earnings before interest and taxes & \\$ 58,678 \\\\\n        Interest paid & 9,875 \\\\\n        Taxable income & \\$ 48,803 \\\\\n        Taxes (35\\%) & 17,081 \\\\\n        Net income & \\$ 31,722 \\\\\n        \\\\\n        Dividends & \\$ 18,000 \\\\\n        Addition to retained earnings & 13,722 \\\\\n        \\hline\n    \\end{tabular}\n\\end{table}\n\nThe balance sheets and income statement for Smolira Golf Corp. for the years 2006 and 2007 are given.What was the net cash from operating activities for Smolira Golf Corp. in 2007? (Unit: dollar)\n",
+  "solution": "No consensus reached",
+  "numerical_answer": "null",
+  "reasoning": "Maximum rounds (3) reached without consensus",
+  "consensus_reached": false,
+  "total_rounds": 3,
+  "all_solutions": [
+    {
+      "agent_id": "A",
+      "task_id": "vali_0",
+      "thought": "To calculate the net cash from operating activities, we start by using the indirect method, which involves adjusting net income for changes in working capital and non-cash expenses. The relevant components from the income statement and balance sheet are: \n\\n1. **Net Income:** $31,722 \\n2. **Non-cash expenses:** \n   - **Depreciation (non-cash expense):** $21,950 \n\\nChanges in operating assets and liabilities from the balance sheet: \\n3. **Accounts Receivable:** \n   - 2007: $13,865 \n   - 2006: $12,315 \n   - Change: $1,550 (increase) \\n4. **Inventory:** \n   - 2007: $24,876 \n   - 2006: $21,584 \n   - Change: $3,292 (increase) \\n5. **Accounts Payable:** \n   - 2007: $17,318 \n   - 2006: $16,215 \n   - Change: $1,103 (increase) \\n6. **Other Current Liabilities:** \n   - 2007: $14,451 \n   - 2006: $11,145 \n   - Change: $3,306 (increase) \n\\nThe formula for net cash from operating activities is: \\nNet Cash from Operating Activities = Net Income + Depreciation + Change in Accounts Payable + Change in Other Current Liabilities - Change in Accounts Receivable - Change in Inventory \n\\nSubstituting the values into this formula: \\nNet Cash from Operating Activities = $31,722 + $21,950 + $1,103 + $3,306 - $1,550 - $3,292 \n\\nCalculating this gives:\\nNet Cash from Operating Activities = $53,239",
+      "final_answer": "The net cash from operating activities for Smolira Golf Corp. in 2007 is $53,239, calculated by adjusting net income for non-cash expenses and changes in working capital.",
+      "numerical_answer": "53",
+      "round_number": "0"
+    },
+    {
+      "agent_id": "B",
+      "task_id": "vali_0",
+      "thought": "To solve this problem, I first need to calculate net cash from operating activities using the indirect method. This involves starting with net income, adding back non-cash charges (such as depreciation), and accounting for changes in working capital.\n\\nStarting with net income for 2007 ($31,722) and adding back depreciation ($21,950), which is a non-cash charge, gives:\n\n- Net Income: $31,722\n- Add Depreciation: $21,950\n\\nNext, I need to account for changes in working capital accounts:\n\\n1. Change in Accounts Receivable: It increased from $12,315 to $13,865, so cash decreases by $1,550\\n2. Change in Inventory: It increased from $21,584 to $24,876, so cash decreases by $3,292\\n3. Change in Accounts Payable: It increased from $16,215 to $17,318, so cash increases by $1,103\\n4. Change in Other Current Liabilities: It increased from $11,145 to $14,451, so cash increases by $3,306\n\\nNow, I'll compute the overall change in working capital:\n- Decrease in working capital due to Accounts Receivable: -$1,550\n- Decrease in working capital due to Inventory: -$3,292\n- Increase in working capital due to Accounts Payable: +$1,103\n- Increase in working capital due to Other Liabilities: +$3,306\n\n- Total adjustment for changes in working capital = -$1,550 - $3,292 + $1,103 + $3,306 = -$433\n\\nThe net cash from operating activities = Net Income + Depreciation + Change in Working Capital\n= $31,722 + $21,950 - $433 = $54,239\n\\nTherefore, the net cash from operating activities for Smolira Golf Corp. in 2007 is $54,239.",
+      "final_answer": "The net cash from operating activities for Smolira Golf Corp. in 2007 is $54,239.",
+      "numerical_answer": "54",
+      "round_number": "0"
+    },
+    {
+      "agent_id": "B",
+      "task_id": "vali_0",
+      "thought": "Scientist A correctly uses the indirect method to calculate the net cash from operating activities. They start from net income and adjust it for non-cash expenses (depreciation) and changes in working capital components such as accounts receivable, inventory, accounts payable, and other current liabilities. The adjustments for working capital are individually calculated by determining the difference between 2007 and 2006 values. The calculation for net cash from operating activities is as follows: Net Cash from Operating Activities = Net Income + Depreciation + Change in Accounts Payable + Change in Other Current Liabilities - Change in Accounts Receivable - Change in Inventory. The values substituted into this equation are consistent with those provided in the balance sheet and income statement, and Scientist A correctly calculates the following: Net Cash from Operating Activities = $31,722 + $21,950 + $1,103 + $3,306 - $1,550 - $3,292 = $53,239.",
+      "final_answer": "The net cash from operating activities for Smolira Golf Corp. in 2007 is $53,239, calculated by adjusting net income for non-cash expenses and changes in working capital.",
+      "numerical_answer": "53239",
+      "round_number": "1"
+    },
+    {
+      "agent_id": "A",
+      "task_id": "vali_0",
+      "thought": "After reviewing Scientist B's solution, the approach to calculate the net cash from operating activities using the indirect method appears accurate. The process involves starting with net income and making adjustments for non-cash charges and changes in working capital. The calculations for changes in accounts receivable, inventory, accounts payable, and other current liabilities are correctly made. The net cash from operating activities is computed as the net income plus depreciation plus the net change in working capital. These calculations align with the given financial statements, and the numerical results for each step are verified correctly.",
+      "final_answer": "The net cash from operating activities for Smolira Golf Corp. in 2007 is $54,239.",
+      "numerical_answer": "54239",
+      "round_number": "1"
+    },
+    {
+      "agent_id": "A",
+      "task_id": "vali_0",
+      "thought": "Scientist B provides a detailed calculation using the indirect method to determine the net cash from operating activities for 2007. They accurately adjust the net income for non-cash expenses and changes in working capital by considering changes in accounts receivable, inventory, accounts payable, and other current liabilities. The balance sheet and income statement figures are correctly used in the calculation: Net Cash from Operating Activities = Net Income + Depreciation + Change in Accounts Payable + Change in Other Current Liabilities - Change in Accounts Receivable - Change in Inventory. Substituting the values, the solution is: $31,722 + $21,950 + $1,103 + $3,306 - $1,550 - $3,292 = $53,239. This reasoning and calculation seem accurate based on the given data.",
+      "final_answer": "The net cash from operating activities for Smolira Golf Corp. in 2007 is $53,239, as calculated by adjusting net income for non-cash expenses and changes in working capital.",
+      "numerical_answer": "53239",
+      "round_number": "2"
+    },
+    {
+      "agent_id": "B",
+      "task_id": "vali_0",
+      "thought": "After reviewing the given financial statements and the solutions provided by other agents, particularly Scientist A, I concur that the indirect method is utilized correctly to calculate the net cash from operating activities. The approach starts with the net income and adjusts for non-cash charges like depreciation and changes in working capital. These changes are computed as follows: the change in accounts receivable (13,865 - 12,315 = 1,550), the change in inventory (24,876 - 21,584 = 3,292), the change in accounts payable (17,318 - 16,215 = 1,103), and the change in other current liabilities (14,451 - 11,145 = 3,306). The net cash from operating activities is calculated by adding net income to depreciation, then adjusting for these changes in working capital. The calculations presented by Scientist A are verified, and the solution is accurate.",
+      "final_answer": "The net cash from operating activities for Smolira Golf Corp. in 2007 is calculated by starting with the net income of $31,722, adding back depreciation of $21,950, and adjusting for net changes in working capital, which is a total of $567 (1,550 increase in accounts receivable, 3,292 increase in inventory, 1,103 increase in accounts payable, and 3,306 increase in other current liabilities). Therefore, the net cash from operating activities is $31,722 + $21,950 + $567 = $54,239.",
+      "numerical_answer": "54",
+      "round_number": "2"
+    },
+    {
+      "agent_id": "A",
+      "task_id": "vali_0",
+      "thought": "Upon reviewing the solutions provided by other agents, I agree with Scientist B's assessment that the net cash from operating activities uses the indirect method starting with the net income and adjusting for non-cash charges and changes in working capital. Scientist A's calculation for changes in working capital as a total of $567 is correct, calculated from $1,550 increase in accounts receivable, $3,292 increase in inventory, $1,103 increase in accounts payable, and $3,306 increase in other current liabilities. Starting with net income of $31,722, adding back depreciation of $21,950, and factoring in the changes in working capital, the total adjustment for net cash from operating activities is correctly derived as $54,239.",
+      "final_answer": "The net cash from operating activities for Smolira Golf Corp. in 2007 is $54,239.",
+      "numerical_answer": "54239",
+      "round_number": "3"
+    },
+    {
+      "agent_id": "B",
+      "task_id": "vali_0",
+      "thought": "After examining the solutions provided by the other agents, I see that Scientist A's reasoning is sound. They correctly applied the indirect method to calculate the net cash from operating activities by adjusting the net income for non-cash expenses such as depreciation and changes in working capital components like accounts receivable, inventory, accounts payable, and other current liabilities. Each component was calculated accurately using the provided balance sheets for 2006 and 2007. The formula used was: Net Cash from Operating Activities = Net Income + Depreciation + Change in Accounts Payable + Change in Other Current Liabilities - Change in Accounts Receivable - Change in Inventory. Substituting the given values led to the calculation: $31,722 + $21,950 + $1,103 + $3,306 - $1,550 - $3,292 = $53,239.",
+      "final_answer": "The net cash from operating activities for Smolira Golf Corp. in 2007 is calculated to be $53,239. This amount is derived from adjusting the net income for non-cash items and changes in working capital components as per the indirect method of presenting the cash flow from operating activities.",
+      "numerical_answer": "53239",
+      "round_number": "3"
+    }
+  ]
+}

src/task_solve_models/Results/temp_debate_outputs/vali_10_solution/vali_10_solution.json

@@ -0,0 +1,29 @@
+{
+  "task_id": "vali_10",
+  "capability_name": "NM; FF",
+  "area_name": "Financial",
+  "problem": "Question: Teardrop Inc. wishes to expand its facilities by issuing new equity. The company currently has 10 million shares outstanding, each selling for $50, with a book value of $20 per share. Net income is currently $18 million. The new facility will cost $40 million and increase net income by $500,000.What will be the new earnings per share (EPS) for Teardrop after issuing new equity and financing the investment? (Unit: dollar per share)\n",
+  "solution": "The new earnings per share (EPS) for Teardrop Inc. after issuing new equity and financing the investment will be approximately \\$1.713.",
+  "numerical_answer": "1.713",
+  "reasoning": "All agents provided the same answer",
+  "consensus_reached": true,
+  "total_rounds": 0,
+  "all_solutions": [
+    {
+      "agent_id": "B",
+      "task_id": "vali_10",
+      "thought": "To determine the new earnings per share (EPS) after the expansion, we need to first calculate the total new number of shares issued and the subsequent new net income. Given the current share price is $50 and the new facility costs $40 million, we need to issue new shares to cover the entire cost of the new facility. \\n\\nFirst, calculate the number of new shares needed: \\nNumber of new shares = \\$40,000,000 / \\$50 = 800,000 shares.\\n\\nWith these new shares, the total number of shares post-issuance will be: \\nTotal shares = 10,000,000 + 800,000 = 10,800,000 shares.\\n\\nNext, consider the new net income with the increase from the facility: \\nNew net income = Current net income + Increase from facility = \\$18,000,000 + \\$500,000 = \\$18,500,000.\\n\\nFinally, calculate the new EPS: \\nEPS = New net income / Total number of shares = \\$18,500,000 / 10,800,000 = approximately \\$1.713.\\n\\nThis gives us the new EPS after the issuance and investment.",
+      "final_answer": "The new earnings per share (EPS) for Teardrop Inc. after issuing new equity and financing the investment will be approximately \\$1.713.",
+      "numerical_answer": "1.713",
+      "round_number": "0"
+    },
+    {
+      "agent_id": "A",
+      "task_id": "vali_10",
+      "thought": "To calculate the new earnings per share (EPS) after Teardrop Inc. issues new equity and finances the investment, we need to consider both the new shares being issued and the changes to net income. Currently, the company has 10 million shares outstanding and net income of $18 million. The current EPS is given by \\( EPS = \\frac{Net \\ Income}{Number \\ of \\ Shares} = \\frac{18,000,000}{10,000,000} = 1.8 \\). Now, Teardrop Inc. wants to raise $40 million by issuing new shares. Assuming the shares are issued at the current market price of $50, the company will issue \\( \\frac{40,000,000}{50} = 800,000 \\) new shares. Therefore, the new total number of shares after issuing would be 10,800,000. The project will increase net income by $500,000, thus the new net income would be \\( 18,000,000 + 500,000 = 18,500,000 \\). The new EPS is calculated as \\( \\frac{18,500,000}{10,800,000} \\approx 1.713 \\).",
+      "final_answer": "After issuing new equity and financing the investment, the new earnings per share (EPS) for Teardrop Inc. will be approximately $1.713.",
+      "numerical_answer": "1.713",
+      "round_number": "0"
+    }
+  ]
+}