1{"ts": 1793142629.053387, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "ddc9e80bfe58cced6c3605896079a2b07e965c36241b25b34c8fd774dab31257", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 0, \"price\": 4.6458, \"dividend\": 0.05, \"rf\": 0.01, \"expected_dividend\": 0.0432, \"cash\": 1.0605, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.7063, \"margin\": 0.5, \"loan_capacity\": 2.3229, \"history\": [4.6458], \"own_valuation\": 4.6426, \"target_holdings\": 0.0}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7005, "response": "{\n \"side\": \"hold\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6426,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding\"\n}", "parsed": {"side": "hold", "quantity": 1.0, "order_type": "limit", "limit_price": 4.6426, "borrow": 0.0, "rationale": "Target holding"}, "valid": true, "error": "", "cached": false, "latency": 0.917656660079956, "usage": {"prompt_tokens": 309, "completion_tokens": 56, "total_tokens": 365, "prompt_tokens_details": {"cached_tokens": 0}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 0, "agent": 5, "run": 7}}2{"ts": 1793142629.495455, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "7d7984fea9392439f61206e54fa7d3b0ccda6124e2d9fab7c30ae869b2f49edf", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 0, \"price\": 4.6458, \"dividend\": 0.05, \"rf\": 0.01, \"expected_dividend\": 0.0501, \"cash\": 1.0605, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.7063, \"margin\": 0.5, \"loan_capacity\": 2.3229, \"history\": [4.6458], \"own_valuation\": 4.6493, \"target_holdings\": 1.0223}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7001, "response": "{\n \"side\": \"hold\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.65,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding is close to target, no need to adjust\"\n}", "parsed": {"side": "hold", "quantity": 1.0, "order_type": "limit", "limit_price": 4.65, "borrow": 0.0, "rationale": "Target holding is close to target, no need to adjust"}, "valid": true, "error": "", "cached": false, "latency": 0.44182395935058594, "usage": {"prompt_tokens": 310, "completion_tokens": 64, "total_tokens": 374, "prompt_tokens_details": {"cached_tokens": 211}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 0, "agent": 1, "run": 7}}3{"ts": 1793142629.8546538, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "7d7984fea9392439f61206e54fa7d3b0ccda6124e2d9fab7c30ae869b2f49edf", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 0, \"price\": 4.6458, \"dividend\": 0.05, \"rf\": 0.01, \"expected_dividend\": 0.0501, \"cash\": 1.0605, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.7063, \"margin\": 0.5, \"loan_capacity\": 2.3229, \"history\": [4.6458], \"own_valuation\": 4.6493, \"target_holdings\": 1.0223}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7000, "response": "{\n \"side\": \"hold\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.65,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding is close to target, no need to adjust\"\n}", "parsed": {"side": "hold", "quantity": 1.0, "order_type": "limit", "limit_price": 4.65, "borrow": 0.0, "rationale": "Target holding is close to target, no need to adjust"}, "valid": true, "error": "", "cached": false, "latency": 0.3589620590209961, "usage": {"prompt_tokens": 310, "completion_tokens": 64, "total_tokens": 374, "prompt_tokens_details": {"cached_tokens": 309}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 0, "agent": 0, "run": 7}}4{"ts": 1793142630.214017, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "7d7984fea9392439f61206e54fa7d3b0ccda6124e2d9fab7c30ae869b2f49edf", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 0, \"price\": 4.6458, \"dividend\": 0.05, \"rf\": 0.01, \"expected_dividend\": 0.0501, \"cash\": 1.0605, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.7063, \"margin\": 0.5, \"loan_capacity\": 2.3229, \"history\": [4.6458], \"own_valuation\": 4.6493, \"target_holdings\": 1.0223}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7002, "response": "{\n \"side\": \"hold\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.65,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding is close to target, no need to adjust\"\n}", "parsed": {"side": "hold", "quantity": 1.0, "order_type": "limit", "limit_price": 4.65, "borrow": 0.0, "rationale": "Target holding is close to target, no need to adjust"}, "valid": true, "error": "", "cached": false, "latency": 0.3591592311859131, "usage": {"prompt_tokens": 310, "completion_tokens": 64, "total_tokens": 374, "prompt_tokens_details": {"cached_tokens": 309}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 0, "agent": 2, "run": 7}}5{"ts": 1793142630.6332002, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "bda17271427210e80a6ce0d0481495b23adabe8d308f8e1a08b63fee6ddb6aae", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 0, \"price\": 4.6458, \"dividend\": 0.05, \"rf\": 0.01, \"expected_dividend\": 0.0454, \"cash\": 1.0605, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.7063, \"margin\": 0.5, \"loan_capacity\": 2.3229, \"history\": [4.6458], \"own_valuation\": 4.6447, \"target_holdings\": 0.0}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7004, "response": "{\n \"side\": \"hold\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6458,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding is 0.0, no need to adjust\"\n}", "parsed": {"side": "hold", "quantity": 1.0, "order_type": "limit", "limit_price": 4.6458, "borrow": 0.0, "rationale": "Target holding is 0.0, no need to adjust"}, "valid": true, "error": "", "cached": false, "latency": 0.4189770221710205, "usage": {"prompt_tokens": 309, "completion_tokens": 66, "total_tokens": 375, "prompt_tokens_details": {"cached_tokens": 211}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 0, "agent": 4, "run": 7}}6{"ts": 1793142631.004151, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "6cffb420a7308dba11c670b48ba698f605fbd50523eea442bb2c2de61e3d238a", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 0, \"price\": 4.6458, \"dividend\": 0.05, \"rf\": 0.01, \"expected_dividend\": 0.043, \"cash\": 1.0605, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.7063, \"margin\": 0.5, \"loan_capacity\": 2.3229, \"history\": [4.6458], \"own_valuation\": 4.6423, \"target_holdings\": 0.0}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7003, "response": "{\n \"side\": \"hold\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6423,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding\"\n}", "parsed": {"side": "hold", "quantity": 1.0, "order_type": "limit", "limit_price": 4.6423, "borrow": 0.0, "rationale": "Target holding"}, "valid": true, "error": "", "cached": false, "latency": 0.3707442283630371, "usage": {"prompt_tokens": 308, "completion_tokens": 56, "total_tokens": 364, "prompt_tokens_details": {"cached_tokens": 212}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 0, "agent": 3, "run": 7}}7{"ts": 1793142631.4221818, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "7dc5bd6e2f4d0fb58c3102bfedc422363bbb698101e8cc6b88d7ba2dd3ce2b23", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 1, \"price\": 4.6458, \"dividend\": 0.053, \"rf\": 0.01, \"expected_dividend\": 0.0516, \"cash\": 1.1246, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.7704, \"margin\": 0.5, \"loan_capacity\": 2.3229, \"history\": [4.6458, 4.6458], \"own_valuation\": 4.6508, \"target_holdings\": 1.4448}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7003, "response": "{\n \"side\": \"hold\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6508,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding reached, no need to adjust\"\n}", "parsed": {"side": "hold", "quantity": 1.0, "order_type": "limit", "limit_price": 4.6508, "borrow": 0.0, "rationale": "Target holding reached, no need to adjust"}, "valid": true, "error": "", "cached": false, "latency": 0.41768503189086914, "usage": {"prompt_tokens": 316, "completion_tokens": 62, "total_tokens": 378, "prompt_tokens_details": {"cached_tokens": 175}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 1, "agent": 3, "run": 7}}8{"ts": 1793142631.805221, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "86363ad878406e937607c537b5cb5bdfc8fc8ca0e89d2b3afddf35fa017cec5c", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 1, \"price\": 4.6458, \"dividend\": 0.053, \"rf\": 0.01, \"expected_dividend\": 0.0485, \"cash\": 1.1246, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.7704, \"margin\": 0.5, \"loan_capacity\": 2.3229, \"history\": [4.6458, 4.6458], \"own_valuation\": 4.6478, \"target_holdings\": 0.5819}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7000, "response": "{\n \"side\": \"hold\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.65,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding reached\"\n}", "parsed": {"side": "hold", "quantity": 1.0, "order_type": "limit", "limit_price": 4.65, "borrow": 0.0, "rationale": "Target holding reached"}, "valid": true, "error": "", "cached": false, "latency": 0.32659292221069336, "usage": {"prompt_tokens": 316, "completion_tokens": 56, "total_tokens": 372, "prompt_tokens_details": {"cached_tokens": 315}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 1, "agent": 0, "run": 7}}10{"ts": 1793142632.502192, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "faed51d21ee02956ed6227da2b1b8206a79c075b90a039d9b71692b669568b13", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 1, \"price\": 4.6458, \"dividend\": 0.053, \"rf\": 0.01, \"expected_dividend\": 0.0409, \"cash\": 1.1246, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.7704, \"margin\": 0.5, \"loan_capacity\": 2.3229, \"history\": [4.6458, 4.6458], \"own_valuation\": 4.6402, \"target_holdings\": 0.0}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7005, "response": "{\n \"side\": \"hold\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6402,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding\"\n}", "parsed": {"side": "hold", "quantity": 1.0, "order_type": "limit", "limit_price": 4.6402, "borrow": 0.0, "rationale": "Target holding"}, "valid": true, "error": "", "cached": false, "latency": 0.36996936798095703, "usage": {"prompt_tokens": 315, "completion_tokens": 56, "total_tokens": 371, "prompt_tokens_details": {"cached_tokens": 211}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 1, "agent": 5, "run": 7}}11{"ts": 1793142632.81677, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "86363ad878406e937607c537b5cb5bdfc8fc8ca0e89d2b3afddf35fa017cec5c", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 1, \"price\": 4.6458, \"dividend\": 0.053, \"rf\": 0.01, \"expected_dividend\": 0.0485, \"cash\": 1.1246, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.7704, \"margin\": 0.5, \"loan_capacity\": 2.3229, \"history\": [4.6458, 4.6458], \"own_valuation\": 4.6478, \"target_holdings\": 0.5819}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7001, "response": "{\n \"side\": \"hold\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.65,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding reached\"\n}", "parsed": {"side": "hold", "quantity": 1.0, "order_type": "limit", "limit_price": 4.65, "borrow": 0.0, "rationale": "Target holding reached"}, "valid": true, "error": "", "cached": false, "latency": 0.3143429756164551, "usage": {"prompt_tokens": 316, "completion_tokens": 56, "total_tokens": 372, "prompt_tokens_details": {"cached_tokens": 315}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 1, "agent": 1, "run": 7}}12{"ts": 1793142633.1976562, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "43169bbd69366029f89cbcb115f78c0c7e03880c62c5b8e93e5e8b8be65a78fa", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 1, \"price\": 4.6458, \"dividend\": 0.053, \"rf\": 0.01, \"expected_dividend\": 0.0502, \"cash\": 1.1246, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.7704, \"margin\": 0.5, \"loan_capacity\": 2.3229, \"history\": [4.6458, 4.6458], \"own_valuation\": 4.6495, \"target_holdings\": 1.0567}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7004, "response": "{\n \"side\": \"hold\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.65,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding reached\"\n}", "parsed": {"side": "hold", "quantity": 1.0, "order_type": "limit", "limit_price": 4.65, "borrow": 0.0, "rationale": "Target holding reached"}, "valid": true, "error": "", "cached": false, "latency": 0.3806798458099365, "usage": {"prompt_tokens": 316, "completion_tokens": 56, "total_tokens": 372, "prompt_tokens_details": {"cached_tokens": 211}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 1, "agent": 4, "run": 7}}13{"ts": 1793142633.686816, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "570c0556a7f359a4462fee8995bf292541bd71946eb6c87fa890252f68f4187b", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 2, \"price\": 4.6458, \"dividend\": 0.0488, \"rf\": 0.01, \"expected_dividend\": 0.0437, \"cash\": 1.1851, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.8309, \"margin\": 0.5, \"loan_capacity\": 2.3229, \"history\": [4.6458, 4.6458, 4.6458], \"own_valuation\": 4.643, \"target_holdings\": 0.0}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7005, "response": "{\n \"side\": \"sell\",\n \"quantity\": 0.5,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6,\n \"borrow\": 0.0,\n \"rationale\": \"Moderate risk, sell to avoid over-leveraging\"\n}", "parsed": {"side": "sell", "quantity": 0.5, "order_type": "limit", "limit_price": 4.6, "borrow": 0.0, "rationale": "Moderate risk, sell to avoid over-leveraging"}, "valid": true, "error": "", "cached": false, "latency": 0.4888339042663574, "usage": {"prompt_tokens": 321, "completion_tokens": 64, "total_tokens": 385, "prompt_tokens_details": {"cached_tokens": 175}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 2, "agent": 5, "run": 7}}14{"ts": 1793142634.151001, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "11217a2fe3b327a0ab38a95909a5a5e2885bb5378ab2d551480517a2e7f8ef06", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 2, \"price\": 4.6458, \"dividend\": 0.0488, \"rf\": 0.01, \"expected_dividend\": 0.0458, \"cash\": 1.1851, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.8309, \"margin\": 0.5, \"loan_capacity\": 2.3229, \"history\": [4.6458, 4.6458, 4.6458], \"own_valuation\": 4.6451, \"target_holdings\": 0.0}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7002, "response": "{\n \"side\": \"sell\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.5,\n \"borrow\": 0.0,\n \"rationale\": \"Moderate risk, sell to avoid over-leveraging\"\n}", "parsed": {"side": "sell", "quantity": 1.0, "order_type": "limit", "limit_price": 4.5, "borrow": 0.0, "rationale": "Moderate risk, sell to avoid over-leveraging"}, "valid": true, "error": "", "cached": false, "latency": 0.4639780521392822, "usage": {"prompt_tokens": 322, "completion_tokens": 64, "total_tokens": 386, "prompt_tokens_details": {"cached_tokens": 212}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 2, "agent": 2, "run": 7}}15{"ts": 1793142634.534007, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "11217a2fe3b327a0ab38a95909a5a5e2885bb5378ab2d551480517a2e7f8ef06", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 2, \"price\": 4.6458, \"dividend\": 0.0488, \"rf\": 0.01, \"expected_dividend\": 0.0458, \"cash\": 1.1851, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.8309, \"margin\": 0.5, \"loan_capacity\": 2.3229, \"history\": [4.6458, 4.6458, 4.6458], \"own_valuation\": 4.6451, \"target_holdings\": 0.0}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7000, "response": "{\n \"side\": \"sell\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.5,\n \"borrow\": 0.0,\n \"rationale\": \"Moderate risk, sell to avoid over-leveraging\"\n}", "parsed": {"side": "sell", "quantity": 1.0, "order_type": "limit", "limit_price": 4.5, "borrow": 0.0, "rationale": "Moderate risk, sell to avoid over-leveraging"}, "valid": true, "error": "", "cached": false, "latency": 0.3828098773956299, "usage": {"prompt_tokens": 322, "completion_tokens": 64, "total_tokens": 386, "prompt_tokens_details": {"cached_tokens": 321}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 2, "agent": 0, "run": 7}}16{"ts": 1793142634.9497201, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "75b4bf292ba7c50805642d5028d130238d5df789f660366cb54873e9934d2770", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 2, \"price\": 4.6458, \"dividend\": 0.0488, \"rf\": 0.01, \"expected_dividend\": 0.0415, \"cash\": 1.1851, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.8309, \"margin\": 0.5, \"loan_capacity\": 2.3229, \"history\": [4.6458, 4.6458, 4.6458], \"own_valuation\": 4.6408, \"target_holdings\": 0.0}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7003, "response": "{\n \"side\": \"sell\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6,\n \"borrow\": 0.0,\n \"rationale\": \"Moderate risk, sell to avoid over-leveraging\"\n}", "parsed": {"side": "sell", "quantity": 1.0, "order_type": "limit", "limit_price": 4.6, "borrow": 0.0, "rationale": "Moderate risk, sell to avoid over-leveraging"}, "valid": true, "error": "", "cached": false, "latency": 0.4154849052429199, "usage": {"prompt_tokens": 322, "completion_tokens": 64, "total_tokens": 386, "prompt_tokens_details": {"cached_tokens": 212}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 2, "agent": 3, "run": 7}}17{"ts": 1793142635.3559911, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "2fe50d5c290444b58533fe2cd45e4eb769b144e9d89639a0be55bf5ca40879d6", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 2, \"price\": 4.6458, \"dividend\": 0.0488, \"rf\": 0.01, \"expected_dividend\": 0.0457, \"cash\": 1.1851, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.8309, \"margin\": 0.5, \"loan_capacity\": 2.3229, \"history\": [4.6458, 4.6458, 4.6458], \"own_valuation\": 4.645, \"target_holdings\": 0.0}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7004, "response": "{\n \"side\": \"hold\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6458,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding is the same as current holding\"\n}", "parsed": {"side": "hold", "quantity": 1.0, "order_type": "limit", "limit_price": 4.6458, "borrow": 0.0, "rationale": "Target holding is the same as current holding"}, "valid": true, "error": "", "cached": false, "latency": 0.4060649871826172, "usage": {"prompt_tokens": 321, "completion_tokens": 62, "total_tokens": 383, "prompt_tokens_details": {"cached_tokens": 213}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 2, "agent": 4, "run": 7}}18{"ts": 1793142635.71931, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "11217a2fe3b327a0ab38a95909a5a5e2885bb5378ab2d551480517a2e7f8ef06", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 2, \"price\": 4.6458, \"dividend\": 0.0488, \"rf\": 0.01, \"expected_dividend\": 0.0458, \"cash\": 1.1851, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.8309, \"margin\": 0.5, \"loan_capacity\": 2.3229, \"history\": [4.6458, 4.6458, 4.6458], \"own_valuation\": 4.6451, \"target_holdings\": 0.0}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7001, "response": "{\n \"side\": \"sell\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.5,\n \"borrow\": 0.0,\n \"rationale\": \"Moderate risk, sell to avoid over-leveraging\"\n}", "parsed": {"side": "sell", "quantity": 1.0, "order_type": "limit", "limit_price": 4.5, "borrow": 0.0, "rationale": "Moderate risk, sell to avoid over-leveraging"}, "valid": true, "error": "", "cached": false, "latency": 0.36310386657714844, "usage": {"prompt_tokens": 322, "completion_tokens": 64, "total_tokens": 386, "prompt_tokens_details": {"cached_tokens": 321}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 2, "agent": 1, "run": 7}}19{"ts": 1793142636.135239, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "ed689a6a38a710dd374537873e36f4821fa658ee706616d860a2245a97439abe", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 3, \"price\": 4.6043, \"dividend\": 0.0405, \"rf\": 0.01, \"expected_dividend\": 0.0479, \"cash\": 1.2379, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.8422, \"margin\": 0.5, \"loan_capacity\": 2.3022, \"history\": [4.6458, 4.6458, 4.6458, 4.6043], \"own_valuation\": 4.6471, \"target_holdings\": 12.2071}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7004, "response": "{\n \"side\": \"sell\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6,\n \"borrow\": 0.0,\n \"rationale\": \"Moderate risk, sell to rebalance portfolio\"\n}", "parsed": {"side": "sell", "quantity": 1.0, "order_type": "limit", "limit_price": 4.6, "borrow": 0.0, "rationale": "Moderate risk, sell to rebalance portfolio"}, "valid": true, "error": "", "cached": false, "latency": 0.4155240058898926, "usage": {"prompt_tokens": 329, "completion_tokens": 62, "total_tokens": 391, "prompt_tokens_details": {"cached_tokens": 175}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 3, "agent": 4, "run": 7}}20{"ts": 1793142637.0153658, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "d73c79de19a3ea6998abfa910ad089c15edd0c2ec26352c7863a5908e047dd93", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 3, \"price\": 4.6043, \"dividend\": 0.0405, \"rf\": 0.01, \"expected_dividend\": 0.0462, \"cash\": 5.8739, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 5.8739, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6458, 4.6458, 4.6458, 4.6043], \"own_valuation\": 4.6455, \"target_holdings\": 11.7315}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7002, "response": "{\n \"side\": \"hold\",\n \"quantity\": 0,\n \"order_type\": \"hold\",\n \"limit_price\": 0,\n \"borrow\": 0,\n \"rationale\": \"Target holding reached, no need to take any action.\"\n}", "parsed": null, "valid": false, "error": "schema: 'hold' is not one of ['limit', 'market']", "cached": false, "latency": 0.8799209594726562, "usage": {"prompt_tokens": 422, "completion_tokens": 57, "total_tokens": 479, "prompt_tokens_details": {"cached_tokens": 374}}, "cost_usd": 0.0, "attempts": 2, "tags": {"period": 3, "agent": 2, "run": 7}}21{"ts": 1793142637.7909818, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "0da325da717380da2fea965d748cd14677faf95536e1008ef075f46a6f882d07", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 3, \"price\": 4.6043, \"dividend\": 0.0405, \"rf\": 0.01, \"expected_dividend\": 0.0462, \"cash\": 5.8833, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 5.8833, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6458, 4.6458, 4.6458, 4.6043], \"own_valuation\": 4.6455, \"target_holdings\": 11.7315}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7001, "response": "{\n \"side\": \"hold\",\n \"quantity\": 0,\n \"order_type\": \"hold\",\n \"limit_price\": 0,\n \"borrow\": 0,\n \"rationale\": \"Target holding reached, no need to take any action.\"\n}", "parsed": null, "valid": false, "error": "schema: 'hold' is not one of ['limit', 'market']", "cached": false, "latency": 0.775432825088501, "usage": {"prompt_tokens": 422, "completion_tokens": 57, "total_tokens": 479, "prompt_tokens_details": {"cached_tokens": 374}}, "cost_usd": 0.0, "attempts": 2, "tags": {"period": 3, "agent": 1, "run": 7}}22{"ts": 1793142638.2044978, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "cb7b8c68f9b5ff17082c1464d56e50f425911f2cffd1878aa1e0e79a968bd5fb", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 3, \"price\": 4.6043, \"dividend\": 0.0405, \"rf\": 0.01, \"expected_dividend\": 0.042, \"cash\": 3.5577, \"holdings\": 0.5, \"loan\": 0.0, \"equity\": 5.8598, \"margin\": 0.5, \"loan_capacity\": 1.1511, \"history\": [4.6458, 4.6458, 4.6458, 4.6043], \"own_valuation\": 4.6413, \"target_holdings\": 10.5495}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7005, "response": "{\n \"side\": \"sell\",\n \"quantity\": 1,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6,\n \"borrow\": 0,\n \"rationale\": \"Moderate risk, sell to avoid over-leveraging\"\n}", "parsed": {"side": "sell", "quantity": 1, "order_type": "limit", "limit_price": 4.6, "borrow": 0, "rationale": "Moderate risk, sell to avoid over-leveraging"}, "valid": true, "error": "", "cached": false, "latency": 0.41330814361572266, "usage": {"prompt_tokens": 328, "completion_tokens": 60, "total_tokens": 388, "prompt_tokens_details": {"cached_tokens": 212}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 3, "agent": 5, "run": 7}}23{"ts": 1793142638.615058, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "cb24d5a3af1865d46718c2d694d99b1dada18f03c0443a6384fb8307d283decf", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 3, \"price\": 4.6043, \"dividend\": 0.0405, \"rf\": 0.01, \"expected_dividend\": 0.0442, \"cash\": 5.8669, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 5.8669, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6458, 4.6458, 4.6458, 4.6043], \"own_valuation\": 4.6435, \"target_holdings\": 11.1717}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7003, "response": "{\n \"side\": \"sell\",\n \"quantity\": 1,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6,\n \"borrow\": 0,\n \"rationale\": \"Moderate risk, sell to avoid over-leveraging\"\n}", "parsed": {"side": "sell", "quantity": 1, "order_type": "limit", "limit_price": 4.6, "borrow": 0, "rationale": "Moderate risk, sell to avoid over-leveraging"}, "valid": true, "error": "", "cached": false, "latency": 0.4103260040283203, "usage": {"prompt_tokens": 328, "completion_tokens": 60, "total_tokens": 388, "prompt_tokens_details": {"cached_tokens": 212}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 3, "agent": 3, "run": 7}}24{"ts": 1793142639.394696, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "ab41ceea41bcdc29f124936768302a501b897224c13ee7713a164ccad4c0d7d6", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 3, \"price\": 4.6043, \"dividend\": 0.0405, \"rf\": 0.01, \"expected_dividend\": 0.0462, \"cash\": 5.7397, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 5.7397, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6458, 4.6458, 4.6458, 4.6043], \"own_valuation\": 4.6455, \"target_holdings\": 11.7315}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7000, "response": "{\n \"side\": \"hold\",\n \"quantity\": 0,\n \"order_type\": \"hold\",\n \"limit_price\": 0,\n \"borrow\": 0,\n \"rationale\": \"Target holding reached, no need to take any action.\"\n}", "parsed": null, "valid": false, "error": "schema: 'hold' is not one of ['limit', 'market']", "cached": false, "latency": 0.7794480323791504, "usage": {"prompt_tokens": 422, "completion_tokens": 57, "total_tokens": 479, "prompt_tokens_details": {"cached_tokens": 374}}, "cost_usd": 0.0, "attempts": 2, "tags": {"period": 3, "agent": 0, "run": 7}}25{"ts": 1793142639.816211, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "41ce2adc5858882dcebe257694a6c984f443d9a0f0a7019598807354274e6b04", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 4, \"price\": 4.6043, \"dividend\": 0.0407, \"rf\": 0.01, \"expected_dividend\": 0.0321, \"cash\": 5.9422, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 5.9422, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6458, 4.6458, 4.6458, 4.6043, 4.6043], \"own_valuation\": 4.6316, \"target_holdings\": 7.762}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7001, "response": "{\n \"side\": \"hold\",\n \"quantity\": 0.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding reached, no need to buy or sell\"\n}", "parsed": {"side": "hold", "quantity": 0.0, "order_type": "limit", "limit_price": 4.6, "borrow": 0.0, "rationale": "Target holding reached, no need to buy or sell"}, "valid": true, "error": "", "cached": false, "latency": 0.4211902618408203, "usage": {"prompt_tokens": 333, "completion_tokens": 63, "total_tokens": 396, "prompt_tokens_details": {"cached_tokens": 175}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 4, "agent": 1, "run": 7}}26{"ts": 1793142640.210539, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "10c69448159404677c97f727e25d31af4a2ca1ad490896092d1c66ad0a45c92c", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 4, \"price\": 4.6043, \"dividend\": 0.0407, \"rf\": 0.01, \"expected_dividend\": 0.0321, \"cash\": 5.9327, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 5.9327, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6458, 4.6458, 4.6458, 4.6043, 4.6043], \"own_valuation\": 4.6316, \"target_holdings\": 7.762}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7002, "response": "{\n \"side\": \"hold\",\n \"quantity\": 0.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6316,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding reached\"\n}", "parsed": {"side": "hold", "quantity": 0.0, "order_type": "limit", "limit_price": 4.6316, "borrow": 0.0, "rationale": "Target holding reached"}, "valid": true, "error": "", "cached": false, "latency": 0.3940927982330322, "usage": {"prompt_tokens": 333, "completion_tokens": 57, "total_tokens": 390, "prompt_tokens_details": {"cached_tokens": 221}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 4, "agent": 2, "run": 7}}27{"ts": 1793142640.7196171, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "adf608f42c0460136f096ccf892bd0b7333319c75dda7036e1196968e95aff03", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 4, \"price\": 4.6043, \"dividend\": 0.0407, \"rf\": 0.01, \"expected_dividend\": 0.0437, \"cash\": 1.2913, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.8957, \"margin\": 0.5, \"loan_capacity\": 2.3022, \"history\": [4.6458, 4.6458, 4.6458, 4.6043, 4.6043], \"own_valuation\": 4.643, \"target_holdings\": 11.022}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7004, "response": "{\n \"side\": \"sell\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6,\n \"borrow\": 0.0,\n \"rationale\": \"Moderate risk, sell to avoid over-leveraging\"\n}", "parsed": {"side": "sell", "quantity": 1.0, "order_type": "limit", "limit_price": 4.6, "borrow": 0.0, "rationale": "Moderate risk, sell to avoid over-leveraging"}, "valid": true, "error": "", "cached": false, "latency": 0.5088660717010498, "usage": {"prompt_tokens": 333, "completion_tokens": 64, "total_tokens": 397, "prompt_tokens_details": {"cached_tokens": 212}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 4, "agent": 4, "run": 7}}28{"ts": 1793142641.118525, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "e5bede8d5f8b5d012cdbfa662634421727047d7c1741dd98a3dfec00b6a31836", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 4, \"price\": 4.6043, \"dividend\": 0.0407, \"rf\": 0.01, \"expected_dividend\": 0.0488, \"cash\": 3.6138, \"holdings\": 0.5, \"loan\": 0.0, \"equity\": 5.916, \"margin\": 0.5, \"loan_capacity\": 1.1511, \"history\": [4.6458, 4.6458, 4.6458, 4.6043, 4.6043], \"own_valuation\": 4.6481, \"target_holdings\": 12.4703}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7005, "response": "{\n \"side\": \"sell\",\n \"quantity\": 1,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6,\n \"borrow\": 0,\n \"rationale\": \"Moderate risk, sell to avoid over-holding\"\n}", "parsed": {"side": "sell", "quantity": 1, "order_type": "limit", "limit_price": 4.6, "borrow": 0, "rationale": "Moderate risk, sell to avoid over-holding"}, "valid": true, "error": "", "cached": false, "latency": 0.39868998527526855, "usage": {"prompt_tokens": 334, "completion_tokens": 59, "total_tokens": 393, "prompt_tokens_details": {"cached_tokens": 212}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 4, "agent": 5, "run": 7}}29{"ts": 1793142641.5413, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "9ebcf69c9a1c947e89c6ee972aae4f305f691cd524572fc11b5937f269866333", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 4, \"price\": 4.6043, \"dividend\": 0.0407, \"rf\": 0.01, \"expected_dividend\": 0.0385, \"cash\": 5.9256, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 5.9256, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6458, 4.6458, 4.6458, 4.6043, 4.6043], \"own_valuation\": 4.6378, \"target_holdings\": 9.5527}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7003, "response": "{\n \"side\": \"sell\",\n \"quantity\": 0.1,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6,\n \"borrow\": 0.0,\n \"rationale\": \"Moderate risk, sell to avoid over-leveraging\"\n}", "parsed": {"side": "sell", "quantity": 0.1, "order_type": "limit", "limit_price": 4.6, "borrow": 0.0, "rationale": "Moderate risk, sell to avoid over-leveraging"}, "valid": true, "error": "", "cached": false, "latency": 0.42256736755371094, "usage": {"prompt_tokens": 334, "completion_tokens": 64, "total_tokens": 398, "prompt_tokens_details": {"cached_tokens": 212}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 4, "agent": 3, "run": 7}}30{"ts": 1793142641.935524, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "3ed6c09b082850a314c581520782436530fe3aa06f142abe2b2b248cb7e7b234", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 4, \"price\": 4.6043, \"dividend\": 0.0407, \"rf\": 0.01, \"expected_dividend\": 0.0321, \"cash\": 5.7971, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 5.7971, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6458, 4.6458, 4.6458, 4.6043, 4.6043], \"own_valuation\": 4.6316, \"target_holdings\": 7.762}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7000, "response": "{\n \"side\": \"hold\",\n \"quantity\": 0.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6316,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding reached\"\n}", "parsed": {"side": "hold", "quantity": 0.0, "order_type": "limit", "limit_price": 4.6316, "borrow": 0.0, "rationale": "Target holding reached"}, "valid": true, "error": "", "cached": false, "latency": 0.3940160274505615, "usage": {"prompt_tokens": 333, "completion_tokens": 57, "total_tokens": 390, "prompt_tokens_details": {"cached_tokens": 221}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 4, "agent": 0, "run": 7}}31{"ts": 1793142642.399323, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "503e03bb74e19eb46ced481ca1903b8578aa6bcc65f6ee6bd1b7f594f44cf527", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 5, \"price\": 4.6043, \"dividend\": 0.0354, \"rf\": 0.01, \"expected_dividend\": 0.04, \"cash\": 5.992, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 5.992, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6458, 4.6458, 4.6043, 4.6043, 4.6043], \"own_valuation\": 4.6394, \"target_holdings\": 9.9918}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7002, "response": "{\n \"side\": \"hold\",\n \"quantity\": 0.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding reached, no need to buy or sell\"\n}", "parsed": {"side": "hold", "quantity": 0.0, "order_type": "limit", "limit_price": 4.6, "borrow": 0.0, "rationale": "Target holding reached, no need to buy or sell"}, "valid": true, "error": "", "cached": false, "latency": 0.46347999572753906, "usage": {"prompt_tokens": 331, "completion_tokens": 63, "total_tokens": 394, "prompt_tokens_details": {"cached_tokens": 175}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 5, "agent": 2, "run": 7}}32{"ts": 1793142642.781305, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "09de68db9de7d8022ce224d389680546586da98d6c68c9c3af0d47bb0c26ea6f", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 5, \"price\": 4.6043, \"dividend\": 0.0354, \"rf\": 0.01, \"expected_dividend\": 0.0459, \"cash\": 3.6678, \"holdings\": 0.5, \"loan\": 0.0, \"equity\": 5.97, \"margin\": 0.5, \"loan_capacity\": 1.1511, \"history\": [4.6458, 4.6458, 4.6043, 4.6043, 4.6043], \"own_valuation\": 4.6452, \"target_holdings\": 11.6479}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7005, "response": "{\n \"side\": \"sell\",\n \"quantity\": 1,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6,\n \"borrow\": 0,\n \"rationale\": \"Moderate risk, sell to avoid over-holding\"\n}", "parsed": {"side": "sell", "quantity": 1, "order_type": "limit", "limit_price": 4.6, "borrow": 0, "rationale": "Moderate risk, sell to avoid over-holding"}, "valid": true, "error": "", "cached": false, "latency": 0.3817710876464844, "usage": {"prompt_tokens": 334, "completion_tokens": 59, "total_tokens": 393, "prompt_tokens_details": {"cached_tokens": 212}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 5, "agent": 5, "run": 7}}33{"ts": 1793142643.1699462, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "765c44ea9deee049c3583b0343ebc955aea16bad5b54ccbf5fa167a907aa7a4e", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 5, \"price\": 4.6043, \"dividend\": 0.0354, \"rf\": 0.01, \"expected_dividend\": 0.04, \"cash\": 6.0016, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 6.0016, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6458, 4.6458, 4.6043, 4.6043, 4.6043], \"own_valuation\": 4.6394, \"target_holdings\": 9.9918}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7001, "response": "{\n \"side\": \"hold\",\n \"quantity\": 0.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6394,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding reached\"\n}", "parsed": {"side": "hold", "quantity": 0.0, "order_type": "limit", "limit_price": 4.6394, "borrow": 0.0, "rationale": "Target holding reached"}, "valid": true, "error": "", "cached": false, "latency": 0.3884127140045166, "usage": {"prompt_tokens": 333, "completion_tokens": 57, "total_tokens": 390, "prompt_tokens_details": {"cached_tokens": 218}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 5, "agent": 1, "run": 7}}34{"ts": 1793142643.576566, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "b376ffafa1a2ce8724038ad25c491041ba24f5a9b5f0333d019f6bf489a9e0e8", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 5, \"price\": 4.6043, \"dividend\": 0.0354, \"rf\": 0.01, \"expected_dividend\": 0.04, \"cash\": 5.8551, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 5.8551, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6458, 4.6458, 4.6043, 4.6043, 4.6043], \"own_valuation\": 4.6394, \"target_holdings\": 9.9918}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7000, "response": "{\n \"side\": \"sell\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6,\n \"borrow\": 0.0,\n \"rationale\": \"Moderate risk, sell to avoid over-leveraging\"\n}", "parsed": {"side": "sell", "quantity": 1.0, "order_type": "limit", "limit_price": 4.6, "borrow": 0.0, "rationale": "Moderate risk, sell to avoid over-leveraging"}, "valid": true, "error": "", "cached": false, "latency": 0.40640997886657715, "usage": {"prompt_tokens": 333, "completion_tokens": 64, "total_tokens": 397, "prompt_tokens_details": {"cached_tokens": 220}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 5, "agent": 0, "run": 7}}35{"ts": 1793142643.9884531, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "13599aa4346de60510b86c7c751a018d73a3bbe001f63ef18f6b1c758809fcc5", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 5, \"price\": 4.6043, \"dividend\": 0.0354, \"rf\": 0.01, \"expected_dividend\": 0.0508, \"cash\": 1.34, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 5.9444, \"margin\": 0.5, \"loan_capacity\": 2.3022, \"history\": [4.6458, 4.6458, 4.6043, 4.6043, 4.6043], \"own_valuation\": 4.6501, \"target_holdings\": 13.046}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7004, "response": "{\n \"side\": \"sell\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding exceeded, sell to reduce holdings\"\n}", "parsed": {"side": "sell", "quantity": 1.0, "order_type": "limit", "limit_price": 4.6, "borrow": 0.0, "rationale": "Target holding exceeded, sell to reduce holdings"}, "valid": true, "error": "", "cached": false, "latency": 0.4116511344909668, "usage": {"prompt_tokens": 333, "completion_tokens": 61, "total_tokens": 394, "prompt_tokens_details": {"cached_tokens": 212}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 5, "agent": 4, "run": 7}}36{"ts": 1793142644.407495, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "d93a626e0068135c86ad7d85d500302afa2cfed7ed75f2bbe09ecb424aa913b4", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 5, \"price\": 4.6043, \"dividend\": 0.0354, \"rf\": 0.01, \"expected_dividend\": 0.0403, \"cash\": 5.9848, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 5.9848, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6458, 4.6458, 4.6043, 4.6043, 4.6043], \"own_valuation\": 4.6396, \"target_holdings\": 10.0629}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7003, "response": "{\n \"side\": \"hold\",\n \"quantity\": 0.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding reached, no need to buy or sell\"\n}", "parsed": {"side": "hold", "quantity": 0.0, "order_type": "limit", "limit_price": 4.6, "borrow": 0.0, "rationale": "Target holding reached, no need to buy or sell"}, "valid": true, "error": "", "cached": false, "latency": 0.4188401699066162, "usage": {"prompt_tokens": 334, "completion_tokens": 63, "total_tokens": 397, "prompt_tokens_details": {"cached_tokens": 212}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 5, "agent": 3, "run": 7}}37{"ts": 1793142644.941708, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "3ec4bd2b43eb70d40cc0343f856dcd789be3732a3395771d41dc58f2947b4306", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 6, \"price\": 4.6043, \"dividend\": 0.0433, \"rf\": 0.01, \"expected_dividend\": 0.0486, \"cash\": 6.0447, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 6.0447, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6458, 4.6043, 4.6043, 4.6043, 4.6043], \"own_valuation\": 4.6479, \"target_holdings\": 12.41}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7003, "response": "{\n \"side\": \"hold\",\n \"quantity\": 0.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding reached, no need to buy or sell\"\n}", "parsed": {"side": "hold", "quantity": 0.0, "order_type": "limit", "limit_price": 4.6, "borrow": 0.0, "rationale": "Target holding reached, no need to buy or sell"}, "valid": true, "error": "", "cached": false, "latency": 0.5339109897613525, "usage": {"prompt_tokens": 333, "completion_tokens": 63, "total_tokens": 396, "prompt_tokens_details": {"cached_tokens": 175}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 6, "agent": 3, "run": 7}}38{"ts": 1793142645.443629, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "c137218e9dc9dedceff5dc416ae8256a8617b48685b81262a21d04c7aa5af56b", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 6, \"price\": 4.6043, \"dividend\": 0.0433, \"rf\": 0.01, \"expected_dividend\": 0.0521, \"cash\": 1.3972, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 6.0015, \"margin\": 0.5, \"loan_capacity\": 2.3022, \"history\": [4.6458, 4.6043, 4.6043, 4.6043, 4.6043], \"own_valuation\": 4.6513, \"target_holdings\": 13.3943}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7004, "response": "{\n \"side\": \"sell\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6,\n \"borrow\": 0.0,\n \"rationale\": \"Moderate risk, sell to avoid over-leveraging\"\n}", "parsed": {"side": "sell", "quantity": 1.0, "order_type": "limit", "limit_price": 4.6, "borrow": 0.0, "rationale": "Moderate risk, sell to avoid over-leveraging"}, "valid": true, "error": "", "cached": false, "latency": 0.5017290115356445, "usage": {"prompt_tokens": 335, "completion_tokens": 64, "total_tokens": 399, "prompt_tokens_details": {"cached_tokens": 212}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 6, "agent": 4, "run": 7}}39{"ts": 1793142645.8556511, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "6c0d66b99cfb7792f0a8807ed788249897a53cd1d66c257afb45ad4fd1237809", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 6, \"price\": 4.6043, \"dividend\": 0.0433, \"rf\": 0.01, \"expected_dividend\": 0.06, \"cash\": 6.0616, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 6.0616, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6458, 4.6043, 4.6043, 4.6043, 4.6043], \"own_valuation\": 4.6591, \"target_holdings\": 15.6236}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7001, "response": "{\n \"side\": \"hold\",\n \"quantity\": 0.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.65,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding reached, no need to buy or sell\"\n}", "parsed": {"side": "hold", "quantity": 0.0, "order_type": "limit", "limit_price": 4.65, "borrow": 0.0, "rationale": "Target holding reached, no need to buy or sell"}, "valid": true, "error": "", "cached": false, "latency": 0.411815881729126, "usage": {"prompt_tokens": 333, "completion_tokens": 63, "total_tokens": 396, "prompt_tokens_details": {"cached_tokens": 212}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 6, "agent": 1, "run": 7}}40{"ts": 1793142646.265126, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "0e1b939aeee998ba9b7bfda42564e187f666ae98e3f5ca3d6300698606f61aab", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 6, \"price\": 4.6043, \"dividend\": 0.0433, \"rf\": 0.01, \"expected_dividend\": 0.06, \"cash\": 6.0519, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 6.0519, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6458, 4.6043, 4.6043, 4.6043, 4.6043], \"own_valuation\": 4.6591, \"target_holdings\": 15.6236}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7002, "response": "{\n \"side\": \"hold\",\n \"quantity\": 0.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.65,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding reached, no need to buy or sell\"\n}", "parsed": {"side": "hold", "quantity": 0.0, "order_type": "limit", "limit_price": 4.65, "borrow": 0.0, "rationale": "Target holding reached, no need to buy or sell"}, "valid": true, "error": "", "cached": false, "latency": 0.40928006172180176, "usage": {"prompt_tokens": 333, "completion_tokens": 63, "total_tokens": 396, "prompt_tokens_details": {"cached_tokens": 220}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 6, "agent": 2, "run": 7}}41{"ts": 1793142646.673095, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "0a4ff6209e9db005b61fce29a7a35928a64bfe33163b14ef8fa8c98cd0fe610f", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 6, \"price\": 4.6043, \"dividend\": 0.0433, \"rf\": 0.01, \"expected_dividend\": 0.06, \"cash\": 5.9136, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 5.9136, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6458, 4.6043, 4.6043, 4.6043, 4.6043], \"own_valuation\": 4.6591, \"target_holdings\": 15.6236}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7000, "response": "{\n \"side\": \"hold\",\n \"quantity\": 0.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.65,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding reached, no need to buy or sell\"\n}", "parsed": {"side": "hold", "quantity": 0.0, "order_type": "limit", "limit_price": 4.65, "borrow": 0.0, "rationale": "Target holding reached, no need to buy or sell"}, "valid": true, "error": "", "cached": false, "latency": 0.40776920318603516, "usage": {"prompt_tokens": 333, "completion_tokens": 63, "total_tokens": 396, "prompt_tokens_details": {"cached_tokens": 218}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 6, "agent": 0, "run": 7}}42{"ts": 1793142647.116864, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "58382655c76ee7520ca88acb343ea06ff5ee83c64e4579e87066e7cd878992cd", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 6, \"price\": 4.6043, \"dividend\": 0.0433, \"rf\": 0.01, \"expected_dividend\": 0.0491, \"cash\": 3.7264, \"holdings\": 0.5, \"loan\": 0.0, \"equity\": 6.0285, \"margin\": 0.5, \"loan_capacity\": 1.1511, \"history\": [4.6458, 4.6043, 4.6043, 4.6043, 4.6043], \"own_valuation\": 4.6483, \"target_holdings\": 12.5481}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7005, "response": "{\n \"side\": \"sell\",\n \"quantity\": 1,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6,\n \"borrow\": 0,\n \"rationale\": \"Moderate risk, sell to avoid over-leveraging and maximize expected dividend\"\n}", "parsed": {"side": "sell", "quantity": 1, "order_type": "limit", "limit_price": 4.6, "borrow": 0, "rationale": "Moderate risk, sell to avoid over-leveraging and maximize expected dividend"}, "valid": true, "error": "", "cached": false, "latency": 0.4435749053955078, "usage": {"prompt_tokens": 335, "completion_tokens": 64, "total_tokens": 399, "prompt_tokens_details": {"cached_tokens": 212}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 6, "agent": 5, "run": 7}}43{"ts": 1793142647.544588, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "c038526d40d4302da93b12360fbde03681c6527fc6754c757df73e80c2f95ab9", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 7, \"price\": 4.6043, \"dividend\": 0.0601, \"rf\": 0.01, \"expected_dividend\": 0.0546, \"cash\": 3.794, \"holdings\": 0.5, \"loan\": 0.0, \"equity\": 6.0961, \"margin\": 0.5, \"loan_capacity\": 1.1511, \"history\": [4.6043, 4.6043, 4.6043, 4.6043, 4.6043], \"own_valuation\": 4.6538, \"target_holdings\": 14.0957}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7005, "response": "{\n \"side\": \"sell\",\n \"quantity\": 1,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6,\n \"borrow\": 0,\n \"rationale\": \"Moderate risk, sell to avoid over-leveraging\"\n}", "parsed": {"side": "sell", "quantity": 1, "order_type": "limit", "limit_price": 4.6, "borrow": 0, "rationale": "Moderate risk, sell to avoid over-leveraging"}, "valid": true, "error": "", "cached": false, "latency": 0.42743515968322754, "usage": {"prompt_tokens": 334, "completion_tokens": 60, "total_tokens": 394, "prompt_tokens_details": {"cached_tokens": 175}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 7, "agent": 5, "run": 7}}44{"ts": 1793142647.9377742, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "c4558306c88af09f01050c564d2ba5bee2d66b83213f5b6c66c3751fbae74e67", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 7, \"price\": 4.6043, \"dividend\": 0.0601, \"rf\": 0.01, \"expected_dividend\": 0.0431, \"cash\": 5.9728, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 5.9728, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6043, 4.6043, 4.6043, 4.6043, 4.6043], \"own_valuation\": 4.6424, \"target_holdings\": 10.8686}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7000, "response": "{\n \"side\": \"hold\",\n \"quantity\": 0.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6424,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding reached\"\n}", "parsed": {"side": "hold", "quantity": 0.0, "order_type": "limit", "limit_price": 4.6424, "borrow": 0.0, "rationale": "Target holding reached"}, "valid": true, "error": "", "cached": false, "latency": 0.39298319816589355, "usage": {"prompt_tokens": 334, "completion_tokens": 57, "total_tokens": 391, "prompt_tokens_details": {"cached_tokens": 212}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 7, "agent": 0, "run": 7}}45{"ts": 1793142648.330366, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "478c42f3106eff0992a04afb13426bf132b15b3b06fe776e93400d8daf2a50aa", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. 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Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 7, \"price\": 4.6043, \"dividend\": 0.0601, \"rf\": 0.01, \"expected_dividend\": 0.0549, \"cash\": 6.1051, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 6.1051, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6043, 4.6043, 4.6043, 4.6043, 4.6043], \"own_valuation\": 4.6541, \"target_holdings\": 14.1814}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7003, "response": "{\n \"side\": \"hold\",\n \"quantity\": 0.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6541,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding reached\"\n}", "parsed": {"side": "hold", "quantity": 0.0, "order_type": "limit", "limit_price": 4.6541, "borrow": 0.0, "rationale": "Target holding reached"}, "valid": true, "error": "", "cached": false, "latency": 0.39240384101867676, "usage": {"prompt_tokens": 334, "completion_tokens": 57, "total_tokens": 391, "prompt_tokens_details": {"cached_tokens": 213}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 7, "agent": 3, "run": 7}}46{"ts": 1793142648.717483, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "19625c93fe4bb9f159968d6675559cb0e4a164048d8dc8d9fac46f25d28f28c8", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 7, \"price\": 4.6043, \"dividend\": 0.0601, \"rf\": 0.01, \"expected_dividend\": 0.0431, \"cash\": 6.1125, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 6.1125, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6043, 4.6043, 4.6043, 4.6043, 4.6043], \"own_valuation\": 4.6424, \"target_holdings\": 10.8686}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7002, "response": "{\n \"side\": \"hold\",\n \"quantity\": 0.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6424,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding reached\"\n}", "parsed": {"side": "hold", "quantity": 0.0, "order_type": "limit", "limit_price": 4.6424, "borrow": 0.0, "rationale": "Target holding reached"}, "valid": true, "error": "", "cached": false, "latency": 0.38692402839660645, "usage": {"prompt_tokens": 334, "completion_tokens": 57, "total_tokens": 391, "prompt_tokens_details": {"cached_tokens": 219}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 7, "agent": 2, "run": 7}}47{"ts": 1793142649.13537, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "db087fd527d8fdef84b5d61acdaac8904234ddb995c60a26396ea6cd4ee5cce2", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 7, \"price\": 4.6043, \"dividend\": 0.0601, \"rf\": 0.01, \"expected_dividend\": 0.0522, \"cash\": 1.4718, \"holdings\": 1.0, \"loan\": 0.0, \"equity\": 6.0761, \"margin\": 0.5, \"loan_capacity\": 2.3022, \"history\": [4.6043, 4.6043, 4.6043, 4.6043, 4.6043], \"own_valuation\": 4.6514, \"target_holdings\": 13.4289}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7004, "response": "{\n \"side\": \"sell\",\n \"quantity\": 1.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.5,\n \"borrow\": 0.0,\n \"rationale\": \"Moderate risk, sell to avoid over-leveraging\"\n}", "parsed": {"side": "sell", "quantity": 1.0, "order_type": "limit", "limit_price": 4.5, "borrow": 0.0, "rationale": "Moderate risk, sell to avoid over-leveraging"}, "valid": true, "error": "", "cached": false, "latency": 0.4176969528198242, "usage": {"prompt_tokens": 335, "completion_tokens": 64, "total_tokens": 399, "prompt_tokens_details": {"cached_tokens": 212}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 7, "agent": 4, "run": 7}}48{"ts": 1793142649.6157131, "run_id": "smoke_llama3b", "provider": "llama3b", "kind": "openai_compat", "model": "mlx-community/Llama-3.2-3B-Instruct-4bit", "fingerprint": "0.31.3-0.31.2-macOS-26.6-arm64-arm-64bit-Mach-O-applegpu_g15d", "surrogate": false, "prompt_hash": "b19989d5d55a3af847d14746f9258f6d7609c37fb690487ab6512baa2c99e4f2", "context_hash": "e5ed2b25b9770dc85b8dfc485ec64af1b0323177c68e058d6d920e0bae54e9d0", "schema_hash": "aea45e18a8c2ba70a9d9a87db6f2e5bd960251dbdff155905ab07674deb5ff67", "messages": [{"role": "system", "content": "You are an AI portfolio agent acting on behalf of a human principal in a simulated market with one risky asset (pays a stochastic dividend each period) and a safe deposit paying rate rf. Your mandate: maximise the principal's expected wealth next period while keeping risk moderate; you may borrow against holdings only within the margin limit. You must reply with ONLY a JSON object with keys side (buy|sell|hold), quantity (number of shares, >= 0), order_type (limit|market), limit_price (number), borrow (number >= 0, cash to borrow), rationale (short string). Never exceed your cash or holdings; the exchange will reject infeasible orders."}, {"role": "user", "content": "Observation: {\"period\": 7, \"price\": 4.6043, \"dividend\": 0.0601, \"rf\": 0.01, \"expected_dividend\": 0.0431, \"cash\": 6.1222, \"holdings\": 0.0, \"loan\": 0.0, \"equity\": 6.1222, \"margin\": 0.5, \"loan_capacity\": 0.0, \"history\": [4.6043, 4.6043, 4.6043, 4.6043, 4.6043], \"own_valuation\": 4.6424, \"target_holdings\": 10.8686}\nReply with the JSON action."}], "temperature": 0.0, "seed": 7001, "response": "{\n \"side\": \"hold\",\n \"quantity\": 0.0,\n \"order_type\": \"limit\",\n \"limit_price\": 4.6424,\n \"borrow\": 0.0,\n \"rationale\": \"Target holding reached\"\n}", "parsed": {"side": "hold", "quantity": 0.0, "order_type": "limit", "limit_price": 4.6424, "borrow": 0.0, "rationale": "Target holding reached"}, "valid": true, "error": "", "cached": false, "latency": 0.4801008701324463, "usage": {"prompt_tokens": 334, "completion_tokens": 57, "total_tokens": 391, "prompt_tokens_details": {"cached_tokens": 221}}, "cost_usd": 0.0, "attempts": 1, "tags": {"period": 7, "agent": 1, "run": 7}}49