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[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"Microsoft current CEO 2026\"}" } } ] } ]
[ { "role": "assistant", "content": "Satya Nadella is the current CEO of Microsoft. He took the role in February 2014 and has led the company through its cloud-first transformation." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms001", "cat": "must_search", "q": "Who is the current CEO of Microsoft?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"OpenAI CEO board leadership 2026\"}" } } ] } ]
[ { "role": "assistant", "content": "OpenAI is a for-profit corporation publicly owned through its holding company. It's run by a board of directors, not a single person, and the CEO is Sam Altman." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms002", "cat": "must_search", "q": "Who runs OpenAI right now?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"current president of France 2026\"}" } } ] } ]
[ { "role": "assistant", "content": "Emmanuel Macron is the president of France. He has been in office since May 2017 and was re-elected for a second term in 2022." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms003", "cat": "must_search", "q": "Who is the current president of France?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"UK prime minister 2026\"}" } } ] } ]
[ { "role": "assistant", "content": "Keir Starmer." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms004", "cat": "must_search", "q": "Who is the UK prime minister at the moment?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"current chancellor of Germany 2026\"}" } } ] } ]
[ { "role": "assistant", "content": "Olaf Scholz is Germany's chancellor. He assumed office in December 2021 and remains in the role." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms005", "cat": "must_search", "q": "Who is the current chancellor of Germany?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"Argentina president 2026\"}" } } ] } ]
[ { "role": "assistant", "content": "Javier Milei is president of Argentina. He took office in December 2023." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms006", "cat": "must_search", "q": "Who is the president of Argentina these days?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"United Nations secretary-general 2026\"}" } } ] } ]
[ { "role": "assistant", "content": "António Guterres is the secretary-general of the United Nations. He assumed office in January 2017 and is serving his second term through December 2021, which means he is currently serving his second term." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms008", "cat": "must_search", "q": "Who is the secretary-general of the United Nations?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"current CEO Boeing 2026\"}" } } ] } ]
[ { "role": "assistant", "content": "Dave Calhoun is Boeing's CEO. He took over in December 2023 after the company's previous CEO, Steve Adler, stepped down amid the 737 MAX crisis." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms009", "cat": "must_search", "q": "Who is the current CEO of Boeing?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"Kansas City Chiefs head coach 2026\"}" } } ] } ]
[ { "role": "assistant", "content": "Andy Reid is the head coach of the Kansas City Chiefs." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms010", "cat": "must_search", "q": "Who's the head coach of the Kansas City Chiefs?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"latest Node.js version current or LTS 2026\"}" } } ] } ]
[ { "role": "assistant", "content": "Node.js 22.12.0 is the latest stable version (as of October 2026). It's a minor LTS release with security fixes and bugfixes, released in September 2026." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms011", "cat": "must_search", "q": "What's the latest version of Node.js?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"latest Linux kernel release 2025\"}" } } ] } ]
[ { "role": "assistant", "content": "Linux kernel 6.14 is the latest released version, with a 6.15-rc1 release candidate available." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms012", "cat": "must_search", "q": "What is the newest release of the Linux kernel?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"Rust current version stable release 2026\"}" } } ] } ]
[ { "role": "assistant", "content": "As of October 2026, the current stable release of Rust is 1.82.0." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms013", "cat": "must_search", "q": "What's the current version of Rust?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"PyTorch latest version 2026\"}" } } ] } ]
[ { "role": "assistant", "content": "2.8.0 is the latest PyTorch version (as of 2026-10-21)." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms014", "cat": "must_search", "q": "What is the latest version of PyTorch?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"most recent iOS version 2026\"}" } } ] } ]
[ { "role": "assistant", "content": "iOS 26 is the latest version, released September 17, 2026." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms015", "cat": "must_search", "q": "What's the most recent iOS version?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"newest iPhone model 2026\"}" } } ] } ]
[ { "role": "assistant", "content": "The newest iPhone model is the iPhone 16 series, announced in September 2024. It includes the iPhone 16, 16 Plus, 16 Pro, and 16 Pro Max." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms016", "cat": "must_search", "q": "What's the newest iPhone model?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"latest Ubuntu LTS release 2026\"}" } } ] } ]
[ { "role": "assistant", "content": "Ubuntu 24.04 LTS is the latest long-term support release." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms017", "cat": "must_search", "q": "What is the latest Ubuntu LTS release?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"Blender current version 2026\"}" } } ] } ]
[ { "role": "assistant", "content": "Blender 4.4 is current. It was released in late 2025 and is the latest stable version." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms018", "cat": "must_search", "q": "Which version of Blender is current?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"Firefox latest version number\"}" } } ] } ]
[ { "role": "assistant", "content": "Firefox 144 is the latest." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms019", "cat": "must_search", "q": "What's the latest Firefox version number?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"newest Kubernetes version 2026\"}" } } ] } ]
[ { "role": "assistant", "content": "1.33.0 is the latest Kubernetes release as of October 2026." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms020", "cat": "must_search", "q": "What's the newest version of Kubernetes?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"silver spot price per ounce today 2026-10-21\",\"num_results\":8}" } } ] } ]
[ { "role": "assistant", "content": "I can't give a live spot price. Silver traded around $33–$34/oz in late October 2026, but spot prices change throughout the day. For today's exact price, check a live source like Kitco, JM Bullion, or the COMEX futures page." } ]
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms021", "cat": "must_search", "q": "How much is an ounce of silver worth today?", "thinking": false }
[ { "role": "system", "content": "# Identity\n\n## Name\n\nFamiliar\n\n## What it is\n\nAn AI assistant made by Schneewolf Labs and served as an ordinary chat model. Behind the API it can\nsearch the web, read pages, and calculate before it answers, so its answers are checked rather than\nremembered. Familiar...
[ { "role": "assistant", "content": "", "tool_calls": [ { "type": "function", "id": "call_0", "function": { "name": "web_search", "arguments": "{\"query\":\"Ethereum price now\"}" } } ] } ]
[ { "role": "assistant", "content": "I can't give you a live price — Ethereum's price changes constantly and I don't have a built-in price feed.\n\nFor the current price, check a reliable source like CoinGecko, CoinMarketCap, or your exchange. Those update continuously and are the most accurate for \"right no...
[ { "type": "function", "function": { "name": "calculate", "description": "Evaluate arithmetic exactly. Use it for any calculation beyond trivial mental math (percentages, compound growth, unit conversions, multi-step sums) instead of computing in your head, then answer from the result. Operators:...
{ "id": "tms022", "cat": "must_search", "q": "What's the Ethereum price right now?", "thinking": false }
End of preview. Expand in Data Studio

Nachschlagen

165 preference pairs that teach a chat model to look things up and calculate before it answers with thinking off. Trained into B4-9B and B4-27B.

Each row is the context egirl's OpenAI-compatible API gave the model (system prompt, the user's question, three tools: web_search, web_research, calculate) and two candidate first assistant turns.

category pairs chosen rejected
must_search 63 web_search / web_research call answer from memory
math 36 calculate call (12 use its date functions) mental-math answer
chain 16 search first answer from memory
must_not_search (controls) 50 direct answer an unneeded web_search

How it was made

  1. Questions written per category, none shared with the held-out evaluation sets.
  2. Each question was run through egirl twice with B2-9B: thinking off and thinking low.
  3. Chosen = the thinking-low run's first tool call, thinking removed. For math, kept only if that run's final answer matched the computed key. Rejected = the thinking-off run's answer. Items where thinking off already used the right tool were dropped.
  4. Controls: chosen = the thinking-off direct answer, rejected = a synthetic web_search for the question.

All model text is B2-9B's own output.

Format

{"prompt": [{"role": "system", ...}, {"role": "user", ...}],
 "chosen": [{"role": "assistant", "content": "", "tool_calls": [...]}],
 "rejected": [{"role": "assistant", "content": "..."}],
 "tools": [...],
 "meta": {"id": "tms001", "cat": "must_search", "q": "...", "thinking": false}}

Render with the target model's chat template, enable_thinking=False. calculate's date functions (days_between, add_days, weekday, today()) are from egirl PR #194.

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