Gemma 4 31B Instruct (Venice) on Agent bake-off: find a premium flight home

GGemma 4 31B Instruct (Venice) · venice-mini-agent v1.0 · cloud · 2026-10-14 · by @bobsiopener

Trust 80%Fully autonomoussuccess · first tryCompare

Estimated cost: $0.0034
Wall time: 1m
Human step-ins: 0
Outcome: Pass

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Exact prompt

Mock flight search (no real booking). flights.json lists available flights. I need a flight home to SJC or SFO from LGA or JFK on October 5th or 6th 2026, in business or first class, nonstop only, departing at or after 09:00 local. Choose the cheapest flight meeting all constraints. Write choice.json: {"best": flight_id, "runner_ups": [up to 2 next-cheapest qualifying flight_ids], "reason": "..."}.

Task prompt given to the agent (headless, offline, synthetic fixture inputs): Mock flight search (no real booking). flights.json lists available flights. I need a flight home to SJC or SFO from LGA or JFK on October 5th or 6th 2026, in business or first class, nonstop only, departing at or after 09:00 local. Choose the cheapest flight meeting all constraints. Write choice.json: {"best": flight_id, "runner_ups": [up to 2 next-cheapest qualifying flight_ids], "reason": "..."}. Inspired by https://x.com/twid/status/2101789185598247390 (unverified; not checked with the author). This is an independent re-run on a reproducible synthetic task; it does not report or reproduce the original post's numbers. Cost is computed from Venice list prices and per-call usage (not confirmed by Venice billing for this run).

Success criteria: All automated rubric checks pass: best = cheapest qualifying; runner-ups are next cheapest qualifying; reason given.

Setup notes: Harness: venice-mini-agent v1.0 via Venice OpenAI-compatible API. Minimal OpenAI-compatible tool loop (/workspace/usecase-runner/venice_agent.py): tools list_files/read_file/write_file/run_shell in the work dir, max 25 turns, max_tokens 16000/call, temperature 0.2, Venice system prompt and web search off, $0.08 per-run cost cap. Identical for all Venice models. Cost source: Venice /api/v1/models model_spec.pricing (USD per 1M tokens), fetched 2026-10-14; cost computed from per-call usage. Paid from Bob's DIEM daily allowance. cost_is_estimate=true: no Venice-reported billed amount recorded for this run. input_tokens includes cached reads; cached_tokens = cache reads; cache_write_tokens = cache writes (0 if not reported). Single run, no retries; scored automatically (3/3 checks). Runner notes: Adapted: live flight search replaced by mock flights.json with one correct answer; no booking. Single run, no retries. Same rubric/score.py as Claude runs. Web disabled.

Estimated cost List-price estimate; not actually billed.

Metrics

Estimated cost: $0.0034
Wall time: 1m
Human step-ins: 0
Turns: 5

Model usage
Model	Input tok	Output tok	Cost
GGemma 4 31B Instruct (Venice)venice/google-gemma-4-31b-it	19,487	4,101	$0.0034

Reproduce this run

Use the use case prompt on the use case page.
Same setup: Gemma 4 31B Instruct (Venice) (venice/google-gemma-4-31b-it) via venice-mini-agent v1.0, cloud.
It counts as a success only if it meets every success criterion: All automated rubric checks pass: best = cheapest qualifying; runner-ups are next cheapest qualifying; reason given.
Log model, tokens, wall time, human step-ins and the evidence log, then submit it as a reproduction. A different model? Submit a head-to-head rerun.

How runs are scored: Methodology.

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Automated checks

Trust 80% comes from these checks (how Trust % works).

Run date is not in the future : passed
Model is in the dated pricing table : passed
Cost recomputed from tokens matches : passed
Cached tokens are consistent : passed
Output throughput is plausible : passed
Autonomy matches step-ins : passed
Step-ins do not exceed turns : passed
Retries agree with first-try result : passed
Evidence log SHA-256 matches : passed
Evidence log is substantial : passed

Evidence log

{"turn": 1, "response": {"service_tier": "default", "id": "chatcmpl-RGpp2QdBc0z3f81d9LV9kZMN", "object": "chat.completion", "created": 1792017695, "model": "google-gemma-4-31b-it", "choices": [{"index": 0, "message": {"role": "assistant", "content": "", "reasoning_content": "The objective is to find the cheapest flight from LGA or JFK to SJC or SFO on October 5th or 6th, 2026, in business or first class, nonstop, departing at or after 09:00 local time.\n\n    *   Departure Airports: LGA, JFK\n    *   Arrival Airports: SJC, SFO\n    *   Dates: 2026-10-05, 2026-10-06\n    *   Class: Business or First\n    *   Stops: Nonstop (0 stops)\n    *   Departure Time: >= 09:00 local\n    *   Selection Criterion: Cheapest flight.\n    *   Output: `choice.json` with `best`, `runner_ups` (up to 2), and `reason`.\n\n    *   List files to find `flights.json`.\n    *   Read `flights.json`.\n    *   Filter flights based on the criteria.\n    *   Sort by price.\n    *   Identify the best and runner-ups.\n    *   Write to `choice.json`.\n\nLet's start by listing the files.", "name": null, "tool_calls": [{"id": "chatcmpl-tool-9badec8c0dbc3ac1", "type": "function", "function": {"name": "list_files", "arguments": "{\"path\": \".\"}"}}]}, "finish_reason": "tool_calls", "logprobs": null}], "usage": {"prompt_tokens": 368, "completion_tokens": 277, "total_tokens": 645, "prompt_tokens_details": {"cached_tokens": 224}, "cache_read_input_tokens": 224}, "cost": {"usd": 0, "diem": 0.00013716}, "venice_parameters": {"strip_thinking_response": false, "disable_thinking": false, "enable_e2ee": true, "enable_web_search": "off", "enable_web_scraping": false, "enable_web_citations": false, "include_search_results_in_stream": false, "include_venice_system_prompt": false, "enable_x_search": false, "web_search_citations": [], "return_search_results_as_documents": false}}}
{"turn": 1, "tool": "list_files", "args": {"path": "."}, "result": "./flights.json"}
{"turn": 2, "response": {"service_tier": "default", "id": "chatcmpl-Rx81WnkG3Cyg8dIpLHd6idcN", "object": "chat.completion", "created": 1792017698, "model": "google-gemma-4-31b-it", "choices": [{"index": 0, "message": {"role": "assistant", "content": "", "reasoning_content": "Okay, I need to find the cheapest flight meeting several criteria:\n- Destination: SJC or SFO\n- Origin: LGA or JFK\n- Date: October 5th or 6th, 2026\n- Class: Business or First\n- Nonstop only\n- Departure time: >= 09:00 local\n- Output: `choice.json` with `best`, `runner_ups` (up to 2), and `reason`.\n\nLet's read `flights.json` first.", "name": null, "tool_calls": [{"id": "chatcmpl-tool-8382beaa8e71d6d2", "type": "function", "function": {"name": "read_file", "arguments": "{\"path\": \"flights.json\"}"}}]}, "finish_reason": "tool_calls", "logprobs": null}], "usage": {"prompt_tokens": 399, "completion_tokens": 133, "total_tokens": 532, "prompt_tokens_details": {"cached_tokens": 352}, "cache_read_input_tokens": 352}, "cost": {"usd": 0, "diem": 8.520000000000001e-05}, "venice_parameters": {"strip_thinking_response": false, "disable_thinking": false, "enable_e2ee": true, "enable_web_search": "off", "enable_web_scraping": false, "enable_web_citations": false, "include_search_results_in_stream": false, "include_venice_system_prompt": false, "enable_x_search": false, "web_search_citations": [], "return_search_results_as_documents": false}}}
{"turn": 2, "tool": "read_file", "args": {"path": "flights.json"}, "result": "[\n  {\n    \"id\": \"F001\",\n    \"date\": \"2026-10-05\",\n    \"origin\": \"JFK\",\n    \"dest\": \"SJC\",\n    \"cabin\": \"economy\",\n    \"stops\": 1,\n    \"depart_local\": \"09:30\",\n    \"duration_min\": 493,\n    \"price_usd\": 323,\n    \"airline\": \"Alpha Air\"\n  },\n  {\n    \"id\": \"F002\",\n    \"date\": \"2026-10-05\",\n    \"origin\": \"JFK\",\n    \"dest\": \"SJC\",\n    \"cabin\": \"premium_economy\",\n    \"stops\": 0,\n    \"depart_local\": \"09:00\",\n    \"duration_min\": 370,\n    \"price_usd\": 985,\n    \"airline\": \"Delta Mock\"\n  },\n  {\n    \"id\": \"F003\",\n    \"date\": \"2026-10-05\",\n    \"origin\": \"JFK\",\n    \"dest\": \"SJC\",\n    \"cabin\": \"business\",\n    \"stops\": 0,\n    \"depart_local\": \"16:30\",\n    \"duration_min\": 372,\n    \"price_usd\": 1687,\n    \"airline\": \"Alpha Air\"\n  },\n  {\n    \"id\": \"F004\",\n    \"date\": \"2026-10-05\",\n    \"origin\": \"JFK\",\n    \"dest\": \"OAK\",\n    \"cabin\": \"business\",\n    \"stops\": 1,\n    \"depart_local\": \"13:00\",\n    \"duration_min\": 445,\n    \"price_usd\": 1346,\n    \"airline\": \"Alpha Air\"\n  },\n  {\n    \"id\": \"F005\",\n    \"date\": \"2026-10-05\",\n    \"origin\": \"JFK\",\n    \"dest\": \"OAK\",\n    \"cabin\": \"first\",\n    \"stops\": 1,\n    \"depart_local\": \"15:30\",\n    \"duration_min\": 508,\n    \"price_usd\": 2712,\n    \"airline\": \"Bay Jet\"\n  },\n  {\n    \"id\": \"F006\",\n    \"date\": \"2026-10-05\",\n    \"origin\": \"LGA\",\n    \"dest\": \"SFO\",\n    \"cabin\": \"business\",\n    \"stops\": 0,\n    \"depart_local\": \"13:00\",\n    \"duration_min\": 337,\n    \"price_usd\": 1263,\n    \"airline\": \"Coastal\"\n  },\n  {\n    \"id\": \"F007\",\n    \"date\": \"2026-10-05\",\n    \"origin\": \"LGA\",\n    \"dest\": \"SFO\",\n    \"cabin\": \"first\",\n    \"stops\": 1,\n    \"depart_local\": \"16:30\",\n    \"duration_min\": 439,\n    \"price_usd\": 3103,\n    \"airline\": \"Coastal\"\n  },\n  {\n    \"id\": \"F008\",\n    \"date\": \"2026-10-05\",\n    \"origin\": \"LGA\",\n    \"dest\": \"SJC\",\n    \"cabin\": \"premium_economy\",\n    \"stops\": 0,\n    \"depart_local\": \"18:00\",\n    \"duration_min\": 418,\n    \"price_usd\": 628,\n    \"airline\": \"Delta Mock\"\n  },\n  {\n    \"id\": \"F009\",\n    \"date\": \"2026-10-05\",\n    \"origin\": \"LGA\",\n    \"dest\": \"SJC\",\n    \"cabin\": \"business\",\n    \"stops\": 0,\n    \"depart_local\": \"07:00\",\n    \"duration_min\": 385,\n    \"price_usd\": 1426,\n    \"airline\": \"Bay Jet\"\n  },\n  {\n    \"id\": \"F010\",\n    \"date\": \"2026-10-05\",\n    \"origin\": \"LGA\",\n    \"dest\": \"OAK\",\n    \"cabin\": \"economy\",\n    \"stops\": 0,\n    \"depart_local\": \"06:30\",\n    \"duration_min\": 416,\n    \"price_usd\": 897,\n    \"airline\": \"Delta Mock\"\n  },\n  {\n    \"id\": \"F011\",\n    \"date\": \"2026-10-05\",\n    \"origin\": \"EWR\",\n    \"dest\": \"SFO\",\n    \"cabin\": \"economy\",\n    \"stops\": 1,\n    \"depart_local\": \"11:00\",\n    \"duration_min\": 478,\n    \"price_usd\": 720,\n    \"airline\": \"Coastal\"\n  },\n  {\n    \"id\": \"F012\",\n    \"date\": \"2026-10-05\",\n    \"origin\": \"EWR\",\n    \"dest\": \"SFO\",\n    \"cabin\": \"premium_economy\",\n    \"stops\": 1,\n    \"depart_local\": \"09:00\",\n    \"duration_min\": 462,\n    \"price_usd\": 763,\n    \"airline\": \"Alpha Air\"\n  },\n  {\n    \"id\": \"F013\",\n    \"date\": \"2026-10-05\",\n    \"origin\": \"EWR\",\n    \"dest\": \"SJC\",\n    \"cabin\": \"business\",\n    \"stops\": 1,\n    \"depart_lo"}
{"turn": 3, "response": {"service_tier": "default", "id": "chatcmpl-RfSWiKIlwe5ZiFzRAqg18Vu2", "object": "chat.completion", "created": 1792017739, "model": "google-gemma-4-31b-it", "choices": [{"index": 0, "message": {"role": "assistant", "content": "", "reasoning_content": "The user wants to find the cheapest flight meeting these criteria:\n- Destination: SJC or SFO\n- Origin: LGA or JFK\n- Date: October 5th or 6th, 2026\n- Cabin: Business or First\n- Stops: Nonstop (stops == 0)\n- Departure Time: At or after 09:00 local\n\nLet's filter the flights from `flights.json`.\n\nFlights to check:\n- F001: JFK to SJC, 2026-10-05, economy, 1 stop (Fail)\n- F002: JFK to SJC, 2026-10-05, premium_economy, 0 stop (Fail - cabin)\n- F003: JFK to SJC, 2026-10-05, business, 0 stop, 16:30 (Pass) - Price: 1687\n- F004: JFK to OAK (Fail - dest)\n- F005: JFK to OAK (Fail - dest)\n- F006: LGA to SFO, 2026-10-05, business, 0 stop, 13:00 (Pass) - Price: 1263\n- F007: LGA to SFO, 2026-10-05, first, 1 stop (Fail - stops)\n- F008: LGA to SJC, 2026-10-05, premium_economy, 0 stop (Fail - cabin)\n- F009: LGA to SJC, 2026-10-05, business, 0 stop, 07:00 (Fail - time)\n- F010: LGA to OAK (Fail - dest)\n- F011: EWR (Fail - origin)\n- F012: EWR (Fail - origin)\n- F013: EWR (Fail - origin)\n- F014: EWR (Fail - origin)\n- F015: EWR (Fail - origin)\n- F016: JFK to SFO, 2026-10-06, premium_economy, 1 stop (Fail)\n- F017: JFK to SFO, 2026-10-06, business, 0 stop, 10:00 (Pass) - Price: 1532\n- F018: JFK to SJC, 2026-10-06, economy, 0 stop (Fail - cabin)\n- F019: JFK to SJC, 2026-10-06, premium_economy, 0 stop (Fail - cabin)\n- F020: JFK to SJC, 2026-10-06, business, 0 stop, 06:00 (Fail - time)\n- F021: JFK to OAK (Fail - dest)\n- F022: JFK to OAK (Fail - dest)\n- F023: JFK to OAK (Fail - dest)\n- F024: LGA to SFO, 2026-10-06, premium_economy, 0 stop (Fail - cabin)\n- F025: LGA to SFO, 2026-10-06, business, 0 stop, 21:00 (Pass) - Price: 1395\n- F026: LGA to SJC, 2026-10-06, economy, 1 stop (Fail)\n- F027: LGA to SJC, 2026-10-06, premium_economy, 1 stop (Fail)\n- F028: EWR (Fail - origin)\n- F029: EWR (Fail - origin)\n- F030: EWR (Fail - origin)\n- F031: EWR (Fail - origin)\n- F032: EWR (Fail - origin)\n- F033: EWR (Fail - origin)\n- F034: 2026-10-07 (Fail - date)\n- F035: 2026-10-07 (Fail - date)\n- F036: 2026-10-07 (Fail - date)\n- F037: 2026-10-07 (Fail - date)\n- F038: 2026-10-07 (Fail - date)\n- F039: 2026-10-07 (Fail - date)\n- F040: 2026-10-07 (Fail - date)\n- F041: 2026-10-07 (Fail - date)\n- F042: 2026-10-07 (Fail - date)\n- F043: 2026-10-07 (Fail - date)\n- F044: 2026-10-07 (Fail - date)\n- F045: 2026-10-07 (Fail - date)\n- F046: 2026-10-07 (Fail - date)\n- F047: 2026-10-07 (Fail - date)\n- F048: 2026-10-07 (Fail - date)\n- F049: 2026-10-07 (Fail - date)\n\nQualifying flights:\n- F006: 1263\n- F025: 1395\n- F017: 1532\n- F003: 1687\n\nCheapest: F006 (1263)\nRunner-ups: F025 (1395), F017 (1532)\n\nWait, let me double check the constraints.\n- Home to SJC or SFO: F006 (SFO), F025 (SFO), F017 (SFO), F003 (SJC). (All Pass)\n- From LGA or JFK: F006 (LGA), F025 (LGA), F017 (JFK), F003 (JFK). (All Pass)\n- October 5th or 6th 2026: F006 (05), F025 (06), F017 (06), F003 (05). (All Pass)\n- Business or First class: F006 (business), F025 (business), F017 (business), F003 (business). (All Pass)\n- Nonstop only: F006 (0), F025 (0), F017 (0), F003 (0). (All Pass)\n- Departing at or after 09:00 local:\n    - F006: 13:00 (Pass)\n    - F025: 21:00 (Pass)\n    - F017: 10:00 (Pass)\n    - F003: 16:30 (Pass)\n\nPrices:\nF006: 1263\nF025: 1395\nF017: 1532\nF003: 1687\n\nBest: F006\nRunner-ups: [F025, F017]\n\nReason: F006 is the cheapest flight that meets all the criteria (SFO/SJC destination, LGA/JFK origin, Oct 5/6 date, business/first cabin, nonstop, and departing at or after 09:00).\n\nLet's write the `choice.json` file.", "name": null, "tool_calls": [{"id": "chatcmpl-tool-bc6bbd2cc682923a", "type": "function", "function": {"name": "write_file", "arguments": "{\"content\": \"{\\n  \\\"best\\\": \\\"F006\\\",\\n  \\\"runner_ups\\\": [\\n    \\\"F025\\\",\\n    \\\"F017\\\"\\n  ],\\n  \\\"reason\\\": \\\"F006 is the cheapest nonstop flight in business or first class from LGA or JFK to SFO or SJC on October 5th or 6th, departing at or after 09:00.\\\"\\n}\\n\", \"path\": \"choice.json\"}"}}]}, "finish_reason": "tool_calls", "logprobs": null}], "usage": {"prompt_tokens": 6107, "completion_tokens": 1990, "total_tokens": 8097, "prompt_tokens_details": {"cached_tokens": 384}, "cache_read_input_tokens": 384}, "cost": {"usd": 0, "diem": 0.0014377200000000002}, "venice_parameters": {"strip_thinking_response": false, "disable_thinking": false, "enable_e2ee": true, "enable_web_search": "off", "enable_web_scraping": false, "enable_web_citations": false, "include_search_results_in_stream": false, "include_venice_system_prompt": false, "enable_x_search": false, "web_search_citations": [], "return_search_results_as_documents": false}}}
{"turn": 3, "tool": "write_file", "args": {"content": "{\n  \"best\": \"F006\",\n  \"runner_ups\": [\n    \"F025\",\n    \"F017\"\n  ],\n  \"reason\": \"F006 is the cheapest nonstop flight in business or first class from LGA or JFK to SFO or SJC on October 5th or 6th, departing at or after 09:00.\"\n}\n", "path": "choice.json"}, "result": "wrote 227 chars"}
{"turn": 4, "response": {"service_tier": "default", "id": "chatcmpl-RohFpU6Z0cDECSoOQ17u1LWJ", "object": "chat.completion", "created": 1792017740, "model": "google-gemma-4-31b-it", "choices": [{"index": 0, "message": {"role": "assistant", "content": "", "reasoning_content": null, "name": null, "tool_calls": [{"id": "chatcmpl-tool-88584f4e87eb7e7f", "type": "function", "function": {"name": "run_shell", "arguments": "{\"command\": \"cat choice.json\"}"}}]}, "finish_reason": "tool_calls", "logprobs": null}], "usage": {"prompt_tokens": 6240, "completion_tokens": 22, "total_tokens": 6262, "prompt_tokens_details": {"cached_tokens": 6080}, "cache_read_input_tokens": 6080}, "cost": {"usd": 0, "diem": 0.0005743199999999999}, "venice_parameters": {"strip_thinking_response": false, "disable_thinking": false, "enable_e2ee": true, "enable_web_search": "off", "enable_web_scraping": false, "enable_web_citations": false, "include_search_results_in_stream": false, "include_venice_system_prompt": false, "enable_x_search": false, "web_search_citations": [], "return_search_results_as_documents": false}}}
{"turn": 4, "tool": "run_shell", "args": {"command": "cat choice.json"}, "result": "exit=0\nstdout:\n{\n  \"best\": \"F006\",\n  \"runner_ups\": [\n    \"F025\",\n    \"F017\"\n  ],\n  \"reason\": \"F006 is the cheapest nonstop flight in business or first class from LGA or JFK to SFO or SJC on October 5th or 6th, departing at or after 09:00.\"\n}\n\nstderr:\n"}
{"turn": 5, "response": {"service_tier": "default", "id": "chatcmpl-RUtw0AsdkUjtCVgNUL4N00fd", "object": "chat.completion", "created": 1792017769, "model": "google-gemma-4-31b-it", "choices": [{"index": 0, "message": {"role": "assistant", "content": "I have analyzed the available flights in `flights.json` based on the specified constraints:\n- **Origin**: LGA or JFK\n- **Destination**: SJC or SFO\n- **Date**: October 5th or 6th, 2026\n- **Cabin**: Business or First Class\n- **Stops**: Nonstop (0 stops)\n- **Departure Time**: At or after 09:00 local time\n\nThe qualifying flights are:\n1. **F006**: LGA to SFO, 2026-10-05, Business, 13:00, $1,263\n2. **F025**: LGA to SFO, 2026-10-06, Business, 21:00, $1,395\n3. **F017**: JFK to SFO, 2026-10-06, Business, 10:00, $1,532\n4. **F003**: JFK to SJC, 2026-10-05, Business, 16:30, $1,687\n\nThe cheapest flight meeting all criteria is **F006**.\n\n```json\n{\n  \"best\": \"F006\",\n  \"runner_ups\": [\n    \"F025\",\n    \"F017\"\n  ],\n  \"reason\": \"F006 is the cheapest nonstop flight in business or first class from LGA or JFK to SFO or SJC on October 5th or 6th, departing at or after 09:00.\"\n}\n```", "reasoning_content": "Wait, I should double check the flights.\n\nConstraints:\n- Destination: SJC or SFO\n- Origin: LGA or JFK\n- Date: 2026-10-05 or 2026-10-06\n- Cabin: business or first\n- Stops: 0 (nonstop)\n- Departure: >= 09:00 local\n\nLet's re-examine `flights.json`:\n\nF001: JFK-SJC, 2026-10-05, economy, 1 stop (X)\nF002: JFK-SJC, 2026-10-05, premium_economy, 0 stop (X - cabin)\nF003: JFK-SJC, 2026-10-05, business, 0 stop, 16:30, $1687 (OK)\nF004: JFK-OAK (X - dest)\nF005: JFK-OAK (X - dest)\nF006: LGA-SFO, 2026-10-05, business, 0 stop, 13:00, $1263 (OK)\nF007: LGA-SFO, 2026-10-05, first, 1 stop (X)\nF008: LGA-SJC, 2026-10-05, premium_economy (X - cabin)\nF009: LGA-SJC, 2026-10-05, business, 0 stop, 07:00 (X - time < 09:00)\nF010: LGA-OAK (X - dest)\nF011-F015: EWR (X - origin)\nF016: JFK-SFO, 2026-10-06, premium_economy (X - cabin)\nF017: JFK-SFO, 2026-10-06, business, 0 stop, 10:00, $1532 (OK)\nF018: JFK-SJC, 2026-10-06, economy (X - cabin)\nF019: JFK-SJC, 2026-10-06, premium_economy (X - cabin)\nF020: JFK-SJC, 2026-10-06, business, 0 stop, 06:00 (X - time < 09:00)\nF021: JFK-OAK (X - dest)\nF022: JFK-OAK (X - dest)\nF023: JFK-OAK (X - dest)\nF024: LGA-SFO, 2026-10-06, premium_economy (X - cabin)\nF025: LGA-SFO, 2026-10-06, business, 0 stop, 21:00, $1395 (OK)\nF026: LGA-SJC, 2026-10-06, economy (X - cabin)\nF027: LGA-SJC, 2026-10-06, premium_economy (X - cabin)\nF028-F033: EWR (X - origin)\nF034-F049: 2026-10-07 (X - date)\n\nQualifying flights:\n- F006: $1263\n- F025: $1395\n- F017: $1532\n- F003: $1687\n\nCheapest: F006 ($1263)\nRunner-ups: F025 ($1395), F017 ($1532)\n\nMy previous `choice.json` was correct.\n\nWait, let me double check F009 again.\nF009: LGA-SJC, 2026-10-05, business, 0 stop, 07:00. (X - departing at or after 09:00)\nF020: JFK-SJC, 2026-10-06, business, 0 stop, 06:00. (X - departing at or after 09:00)\n\nEverything seems correct.\n\nBest: F006\nRunner-ups: F025, F017\n\nReason: F006 is the cheapest nonstop flight in business or first class from LGA or JFK to SFO or SJC on October 5th or 6th, departing at or after 09:00.\n\nFinal check of the constraints:\n- Home to SJC or SFO: Yes (F006 is SFO)\n- From LGA or JFK: Yes (F006 is LGA)\n- October 5th or 6th 2026: Yes (F006 is 2026-10-05)\n- Business or first class: Yes (F006 is business)\n- Nonstop only: Yes (F006 is 0 stops)\n- Departing at or after 09:00 local: Yes (F006 is 13:00)\n- Cheapest: $1263. Next are $1395 (F025) and $1532 (F017).\n\nThe choice is correct.", "name": null, "tool_calls": null}, "finish_reason": "stop", "logprobs": null}], "usage": {"prompt_tokens": 6373, "completion_tokens": 1679, "total_tokens": 8052, "prompt_tokens_details": {"cached_tokens": 6208}, "cache_read_input_tokens": 6208}, "cost": {"usd": 0, "diem": 0.00118296}, "venice_parameters": {"strip_thinking_response": false, "disable_thinking": false, "enable_e2ee": true, "enable_web_search": "off", "enable_web_scraping": false, "enable_web_citations": false, "include_search_results_in_stream": false, "include_venice_system_prompt": false, "enable_x_search": false, "web_search_citations": [], "return_search_results_as_documents": false}}}