{"_about":"PolyCog /models/ — profiles, guardrails, policy matrix and archive for every model in PolyCog. CC BY 4.0. Names, dates and prices come from /api/pricing-history.json and /api/pricing.json; everything else is PolyCog's dated editorial read.","_verified":{"openai":"2026-09-11","anthropic":"2026-09-11","gemini":"2026-09-11","deepseek":"2026-09-11","xai":"2026-09-11","openrouter":"2026-09-17"},"_policy_verified":null,"_updated":"2026-09-20","caps":[{"key":"code","label":"Coding","tip":"Coding — writing, fixing and explaining code across common languages; larger codebases at the top end."},{"key":"reason","label":"Reasoning & math","tip":"Reasoning & math — multi-step logic, arithmetic that has to be right, proofs, hard puzzles."},{"key":"write","label":"Writing","tip":"Writing — prose quality, tone control, editing, following detailed instructions about form."},{"key":"longdoc","label":"Long documents","tip":"Long documents — how much can go in at once (context window) and how well it is used."},{"key":"vision","label":"Images","tip":"Images — reading photos, screenshots, diagrams and scans. \"Via bridge\" means PolyCog describes the image in words to a model that cannot see it."},{"key":"news","label":"Current events","tip":"Current events — knowledge of what is happening now, which needs live web search; models without search score low regardless of quality."},{"key":"research","label":"Research & citations","tip":"Research & citations — gathering sources, quoting them accurately, saying what is and isn’t known."},{"key":"creative","label":"Creative","tip":"Creative — fiction, poetry, brainstorming, voice and originality."},{"key":"speed","label":"Speed & cost","tip":"Speed & cost — fast responses at a low price; 5 = built for volume, 1 = frontier-priced and unhurried."},{"key":"agent","label":"Agentic work","tip":"Agentic work — long multi-step tasks, tool use, staying on plan across many turns."},{"key":"multi","label":"Multilingual","tip":"Multilingual — quality outside English, translation, non-Latin scripts."},{"key":"data","label":"Structured data","tip":"Structured data — tables, JSON, spreadsheets, extracting fields reliably."}],"gdims":[{"key":"refuse","label":"Refusals","tip":"Refusals — how readily the model declines borderline-but-legal requests."},{"key":"politics","label":"Politics","tip":"Politics — 1 takes a side when asked; 5 stays neutral and hedged on every contested question."},{"key":"dark","label":"Dark fiction","tip":"Dark fiction — willingness to write graphic violence, gore and crime in a story."},{"key":"medlegal","label":"Medical & legal","tip":"Medical & legal — how much caution wraps specific medical or legal detail."},{"key":"lecture","label":"Lecturing","tip":"Lecturing — how often the model adds moralising or unrequested warnings."},{"key":"regional","label":"PRC topics","tip":"PRC topics — how the model handles subjects sensitive to the Chinese government (Tiananmen, Taiwan, Xinjiang, Hong Kong, the Party leadership). Separate from the level because it moves independently."}],"levels":["","Minimal","Light","Moderate","Firm","Strict"],"providers":{"openai":{"guide":"OpenAI’s line runs from a frontier flagship (GPT-6 Astra) through a mid tier built for everyday development to cheap minis for volume, with web search across the 5.x models. OpenAI describes the family as its general-purpose, agentic line. Filters sit mid-field: borderline topics are answered under a clear professional framing, sexual content and edgy humour are refused.","guard":"333321","ctx":"400K–1.05M","key_host":"platform.openai.com"},"anthropic":{"guide":"Anthropic’s line runs from a frontier flagship (Fable 5.1) through Opus and Sonnet to Haiku, which also runs PolyCog’s free preview. Anthropic positions the family around careful writing, coding and instruction-following. The firmest filters of the six: more refusals on borderline topics, more caveats on medical and legal detail, sexual content and edgy humour refused.","guard":"443431","ctx":"200K–1M","key_host":"console.anthropic.com"},"gemini":{"guide":"Google’s line pairs one Pro (3.1, still a preview id) with a deep Flash bench, and one Flash-Lite runs PolyCog’s free preview. Google positions the family around context size, multimodal input and grounded search. Filters are moderate, firmest on medical and legal detail; sexual content and edgy humour refused.","guard":"333421","ctx":"1M–2M","key_host":"aistudio.google.com"},"deepseek":{"guide":"Two models: V4 Pro (visible chain-of-thought) and V4.1 Flash, which runs PolyCog’s free preview. DeepSeek positions the pair around reasoning and code at very low prices. No web search, no native image input (PolyCog’s bridge describes images). Light filters on most subjects; PRC-sensitive topics are declined or deflected.","guard":"222215","ctx":"1M","key_host":"platform.deepseek.com"},"xai":{"guide":"Three models on one rate card, all with live web and X search. xAI positions the family around current information and a candid voice, and its usage policy permits adult content between adults. The lightest filters of the six on general subjects. A full debate participant; not a synthesis candidate in PolyCog (owner call, 2026-08).","guard":"122211","ctx":"256K–500K","key_host":"console.x.ai"},"openrouter":{"guide":"The sixth seat: one OpenRouter key opens Qwen, Kimi, GLM, Mistral, Llama and MiniMax — open-weight and non-US models, most of them very cheap, with OpenRouter’s web plugin for search. Guardrails vary by lab and by the host serving the request: the Chinese labs share DeepSeek’s regional profile; Mistral and Llama are the lightest-touch models on the page after Grok. BYOK only; never the synthesis.","guard":null,"ctx":"128K–1.3M","key_host":"openrouter.ai"}},"labs":{"qwen":{"name":"Qwen","vendor":"Alibaba","guard":"222215"},"moonshotai":{"name":"Kimi","vendor":"Moonshot","guard":"222215"},"z-ai":{"name":"GLM","vendor":"Z.ai","guard":"222215"},"mistralai":{"name":"Mistral","vendor":"Mistral AI","guard":"122211"},"meta-llama":{"name":"Llama","vendor":"Meta","guard":"222221"},"minimax":{"name":"MiniMax","vendor":"MiniMax","guard":"222215"}},"models":{"openai":[{"id":"gpt-6-astra","prov":"openai","lab":"","name":"GPT-6 Astra","tier":"flagship","launch":"2026-09-03","in":10,"out":50,"ctx":"1.05M","flags":"vst","roles":["synth"],"fit":"555554541555","verdict":"OpenAI’s frontier flagship: a million-token window, web search, and OpenAI’s own emphasis on agentic, multi-step work. Frontier-priced — the same rate card as Claude Fable 5.1.","best":["hard reasoning","large codebases","agentic pipelines","research with citations"],"avoid":["bulk or high-volume jobs","quick lookups"],"guard":"333321","polkey":"openai","featured":true,"legacy":false},{"id":"gpt-5.6-sol","prov":"openai","lab":"","name":"GPT-5.6 Sol","tier":"flagship","launch":"2026-07-09","in":4,"out":20,"ctx":"400K","flags":"vst","roles":[],"fit":"554444442544","verdict":"The previous flagship at a promotional price (through Nov 21, 2026): deep reasoning and long agentic runs for well under half of Astra.","best":["complex coding","multi-step agents","analysis"],"avoid":["throwaway prompts"],"guard":"333321","polkey":"openai","featured":true,"legacy":false},{"id":"gpt-5.6-terra","prov":"openai","lab":"","name":"GPT-5.6 Terra","tier":"mid","launch":"2026-07-09","in":2,"out":12,"ctx":"400K","flags":"vst","roles":[],"fit":"444443433444","verdict":"The everyday OpenAI seat: capable enough for real development and business work, cheap enough to leave on.","best":["everyday coding","business writing","planning"],"avoid":["frontier-hard reasoning"],"guard":"333321","polkey":"openai","featured":true,"legacy":false},{"id":"gpt-5.6-luna","prov":"openai","lab":"","name":"GPT-5.6 Luna","tier":"small","launch":"2026-07-09","in":0.2,"out":1.2,"ctx":"400K","flags":"vst","roles":["default"],"fit":"333333335334","verdict":"Fast and very cheap with search — the OpenAI default seat, good for drafts, extraction and high-volume work.","best":["bulk extraction","drafts","classification"],"avoid":["nuanced writing","hard math"],"guard":"333321","polkey":"openai","featured":true,"legacy":false},{"id":"gpt-5.5","prov":"openai","lab":"","name":"GPT-5.5","tier":"flagship","launch":"2026-04-24","in":5,"out":30,"ctx":"400K","flags":"vst","roles":[],"fit":"454443442444","verdict":"An older flagship still priced like one; capable, but Sol does the same work for less.","best":["reasoning"],"avoid":["anything Sol can do"],"guard":"333321","polkey":"openai","featured":false,"legacy":false},{"id":"gpt-5.4","prov":"openai","lab":"","name":"GPT-5.4","tier":"flagship","launch":"2026-03-05","in":2.5,"out":15,"ctx":"400K","flags":"vst","roles":[],"fit":"444443433444","verdict":"A solid all-rounder from the prior line, now overlapping Terra.","best":["general work"],"avoid":["new projects — pick Terra"],"guard":"333321","polkey":"openai","featured":false,"legacy":false},{"id":"gpt-5.1","prov":"openai","lab":"","name":"GPT-5.1","tier":"flagship","launch":"2025-11-13","in":1.25,"out":10,"ctx":"400K","flags":"vst","roles":[],"fit":"444433333333","verdict":"Older flagship line at a budget price; fine for restored sessions and habit.","best":["general work"],"avoid":["new projects"],"guard":"333321","polkey":"openai","featured":false,"legacy":false},{"id":"gpt-4.1","prov":"openai","lab":"","name":"GPT-4.1","tier":"mid","launch":"2025-04-14","in":2,"out":8,"ctx":"1M","flags":"v","roles":[],"fit":"333532233334","verdict":"Legacy million-token generalist without search; kept for long-document sessions that started on it.","best":["very long inputs"],"avoid":["current events","agents"],"guard":"333321","polkey":"openai","featured":false,"legacy":false},{"id":"gpt-5.4-mini","prov":"openai","lab":"","name":"GPT-5.4 mini","tier":"mid","launch":"2026-03-17","in":0.75,"out":4.5,"ctx":"400K","flags":"vst","roles":[],"fit":"333333335333","verdict":"A fast, cheap daily driver with search — Luna’s slightly pricier older sibling.","best":["volume work"],"avoid":["hard reasoning"],"guard":"333321","polkey":"openai","featured":false,"legacy":false},{"id":"gpt-4.1-mini","prov":"openai","lab":"","name":"GPT-4.1 mini","tier":"small","launch":"2025-04-14","in":0.4,"out":1.6,"ctx":"1M","flags":"v","roles":[],"fit":"323431225233","verdict":"Legacy small model, very low cost, long window, no search.","best":["cheap long-context extraction"],"avoid":["anything current"],"guard":"333321","polkey":"openai","featured":false,"legacy":true},{"id":"gpt-4o-mini","prov":"openai","lab":"","name":"GPT-4o mini","tier":"small","launch":"2024-07-18","in":0.15,"out":0.6,"ctx":"128K","flags":"v","roles":[],"fit":"223331125232","verdict":"The cheapest OpenAI row and the oldest; still served with no retirement date, but Luna beats it on everything except price.","best":["very cheap bulk"],"avoid":["quality work"],"guard":"333321","polkey":"openai","featured":false,"legacy":true}],"anthropic":[{"id":"claude-fable-5-1","prov":"anthropic","lab":"","name":"Claude Fable 5.1","tier":"flagship","launch":"2026-09-01","in":10,"out":50,"ctx":"1M","flags":"vst","roles":["synth"],"fit":"555543451545","verdict":"Anthropic’s frontier flagship: a million-token window, web search, and Anthropic’s own emphasis on long-form writing, code and instruction-following. Frontier-priced — the same rate card as GPT-6 Astra.","best":["long-form writing","hard coding","long-document analysis","careful instructions"],"avoid":["bulk work","subjects Anthropic’s policy refuses — see the table"],"guard":"443431","polkey":"anthropic","featured":true,"legacy":false},{"id":"claude-opus-5","prov":"anthropic","lab":"","name":"Claude Opus 5","tier":"flagship","launch":"2026-07-24","in":5,"out":25,"ctx":"1M","flags":"vst","roles":[],"fit":"555543452544","verdict":"Anthropic’s everyday flagship at half of Fable’s price; the pick for Claude on every prompt without the frontier bill.","best":["coding","writing","analysis"],"avoid":["volume jobs"],"guard":"443431","polkey":"anthropic","featured":true,"legacy":false},{"id":"claude-sonnet-5","prov":"anthropic","lab":"","name":"Claude Sonnet 5","tier":"mid","launch":"2026-06-30","in":2,"out":10,"ctx":"1M","flags":"vst","roles":["default"],"fit":"545443443444","verdict":"The mid-tier workhorse and PolyCog’s Claude default: code and prose at Terra’s price.","best":["everyday coding","editing","client-facing writing"],"avoid":["frontier-hard problems"],"guard":"443431","polkey":"anthropic","featured":true,"legacy":false},{"id":"claude-haiku-4-5-20251001","prov":"anthropic","lab":"","name":"Claude Haiku 4.5","tier":"small","launch":"2025-10-15","in":1,"out":5,"ctx":"200K","flags":"vst","roles":["sample"],"fit":"334332335333","verdict":"Fastest and cheapest Claude; the free sample tier runs on it. Light tasks, quick edits, classification.","best":["quick edits","summaries","the free preview"],"avoid":["hard reasoning","long agentic runs"],"guard":"443431","polkey":"anthropic","featured":true,"legacy":false},{"id":"claude-fable-5","prov":"anthropic","lab":"","name":"Claude Fable 5","tier":"flagship","launch":"2026-06-09","in":10,"out":50,"ctx":"1M","flags":"vst","roles":[],"fit":"555543451545","verdict":"The prior frontier flagship at the same rate card as 5.1 — pick 5.1 unless a session started here.","best":["same as 5.1"],"avoid":["new sessions — pick 5.1"],"guard":"443431","polkey":"anthropic","featured":false,"legacy":false},{"id":"claude-opus-4-8","prov":"anthropic","lab":"","name":"Claude Opus 4.8","tier":"flagship","launch":"2026-05-28","in":5,"out":25,"ctx":"200K","flags":"vst","roles":[],"fit":"555443442544","verdict":"Prior Opus — heavy-duty reasoning and long agentic work; Opus 5 supersedes it at the same price.","best":["agentic coding"],"avoid":["new sessions — pick Opus 5"],"guard":"443431","polkey":"anthropic","featured":false,"legacy":false},{"id":"claude-opus-4-7","prov":"anthropic","lab":"","name":"Claude Opus 4.7","tier":"flagship","launch":"2026-04-16","in":5,"out":25,"ctx":"200K","flags":"vst","roles":[],"fit":"445442442444","verdict":"Legacy Opus snapshot; served for continuity.","best":["restored sessions"],"avoid":["new work"],"guard":"443431","polkey":"anthropic","featured":false,"legacy":false},{"id":"claude-opus-4-6","prov":"anthropic","lab":"","name":"Claude Opus 4.6","tier":"flagship","launch":"2026-02-05","in":5,"out":25,"ctx":"200K","flags":"vst","roles":[],"fit":"444442442434","verdict":"Legacy Opus snapshot; served for continuity.","best":["restored sessions"],"avoid":["new work"],"guard":"443431","polkey":"anthropic","featured":false,"legacy":false},{"id":"claude-sonnet-4-6","prov":"anthropic","lab":"","name":"Claude Sonnet 4.6","tier":"mid","launch":"2026-02-17","in":3,"out":15,"ctx":"200K","flags":"vst","roles":[],"fit":"444442343434","verdict":"Prior-generation Sonnet, now pricier than Sonnet 5 for less.","best":["restored sessions"],"avoid":["new work — pick Sonnet 5"],"guard":"443431","polkey":"anthropic","featured":false,"legacy":false}],"gemini":[{"id":"gemini-3.1-pro-preview","prov":"gemini","lab":"","name":"Gemini 3.1 Pro (preview)","tier":"flagship","launch":"2026-02-19","in":2,"out":12,"ctx":"2M","flags":"vst","roles":["synth"],"fit":"554554542455","verdict":"Google’s only Pro and its frontier model: the largest window on the page (2M), native image reading, grounded search, and Google’s own emphasis on multimodal and multilingual work. A fifth of the other flagships’ price; still a preview id.","best":["huge documents","image-heavy work","multilingual research","synthesis"],"avoid":["latency-sensitive chat"],"guard":"333421","polkey":"gemini","featured":true,"legacy":false},{"id":"gemini-3.8-flash","prov":"gemini","lab":"","name":"Gemini 3.8 Flash","tier":"mid","launch":"2026-09-02","in":0.75,"out":3.75,"ctx":"1M","flags":"vst","roles":["default"],"fit":"544554434544","verdict":"Google’s recommended Flash and PolyCog’s Gemini default: Google pitches it as frontier-class coding and agents at Flash cost, with an intro price through December.","best":["coding","agents","image understanding","value"],"avoid":["the very hardest reasoning"],"guard":"333421","polkey":"gemini","featured":true,"legacy":false},{"id":"gemini-3.7-flash","prov":"gemini","lab":"","name":"Gemini 3.7 Flash","tier":"mid","launch":"2026-08-13","in":0.75,"out":3.75,"ctx":"1M","flags":"vst","roles":[],"fit":"443554434444","verdict":"The previous Flash, same intro price — nearly 3.8 for the same money.","best":["coding","agents"],"avoid":["new sessions — pick 3.8"],"guard":"333421","polkey":"gemini","featured":true,"legacy":false},{"id":"gemini-3-flash-preview","prov":"gemini","lab":"","name":"Gemini 3 Flash (preview)","tier":"mid","launch":"2025-12-17","in":0.5,"out":3,"ctx":"1M","flags":"vst","roles":[],"fit":"333443335343","verdict":"Google’s \"legacy Flash\": fast, cheap, still served with no shutdown date.","best":["cheap volume with images"],"avoid":["quality-critical work"],"guard":"333421","polkey":"gemini","featured":true,"legacy":true},{"id":"gemini-2.5-flash-lite","prov":"gemini","lab":"","name":"Gemini 2.5 Flash-Lite","tier":"small","launch":"2025-07-22","in":0.1,"out":0.4,"ctx":"1M","flags":"vst","roles":["sample"],"fit":"222432225232","verdict":"The sample-tier shared model. Closed to new Google projects since September 2026; works on grandfathered keys and the free preview.","best":["the free preview","very cheap bulk"],"avoid":["new keys — use 3.5 Flash-Lite"],"guard":"333421","polkey":"gemini","featured":true,"legacy":true},{"id":"gemini-3.6-flash","prov":"gemini","lab":"","name":"Gemini 3.6 Flash","tier":"mid","launch":"2026-07-21","in":0.75,"out":3.75,"ctx":"1M","flags":"vst","roles":[],"fit":"433543334444","verdict":"Efficient Flash tier tuned for coding and agents; 3.8 supersedes it at the same price.","best":["coding"],"avoid":["new sessions — pick 3.8"],"guard":"333421","polkey":"gemini","featured":false,"legacy":false},{"id":"gemini-3.5-flash","prov":"gemini","lab":"","name":"Gemini 3.5 Flash","tier":"mid","launch":"2026-05-19","in":1.5,"out":9,"ctx":"1M","flags":"vst","roles":[],"fit":"333443334343","verdict":"Older Flash at full price — pricier than 3.8 for less.","best":["restored sessions"],"avoid":["new work"],"guard":"333421","polkey":"gemini","featured":false,"legacy":false},{"id":"gemini-3.5-flash-lite","prov":"gemini","lab":"","name":"Gemini 3.5 Flash-Lite","tier":"small","launch":"2026-07-21","in":0.3,"out":2.5,"ctx":"1M","flags":"vst","roles":[],"fit":"322432225233","verdict":"The lite tier for new Google keys and the model PolyCog’s own utility jobs (titles, scans) run on.","best":["high-volume extraction"],"avoid":["nuance"],"guard":"333421","polkey":"gemini","featured":false,"legacy":false},{"id":"gemini-3.1-flash-lite","prov":"gemini","lab":"","name":"Gemini 3.1 Flash-Lite","tier":"small","launch":"2026-05-07","in":0.25,"out":1.5,"ctx":"1M","flags":"vst","roles":[],"fit":"222432225232","verdict":"Light, cheap, earliest shutdown May 2027.","best":["cheap bulk"],"avoid":["new sessions — pick 3.5 Flash-Lite"],"guard":"333421","polkey":"gemini","featured":false,"legacy":true}],"deepseek":[{"id":"deepseek-v4-pro","prov":"deepseek","lab":"","name":"DeepSeek V4 Pro","tier":"flagship","launch":"2026-04-24","in":1.32,"out":3.96,"ctx":"1M","flags":"t","roles":["synth"],"fit":"553412233434","verdict":"DeepSeek’s flagship: visible chain-of-thought at roughly a tenth of a Western flagship’s price; in debates it is the seat that most often flags an arithmetic or logic slip. No search, no native images.","best":["math","algorithms","code review","second opinions"],"avoid":["current events","image input","PRC-sensitive topics — see the table"],"guard":"222215","polkey":"deepseek","featured":true,"legacy":false},{"id":"deepseek-flash","prov":"deepseek","lab":"","name":"DeepSeek V4.1 Flash","tier":"small","launch":"2026-09-10","in":0.3,"out":1.2,"ctx":"1M","flags":"t","roles":["default","sample"],"fit":"443431225333","verdict":"A million tokens of context for cents, both thinking modes, and the sample-tier shared model. Images arrive through PolyCog’s vision bridge.","best":["cheap long-context coding","the free preview"],"avoid":["current events","PRC-sensitive topics"],"guard":"222215","polkey":"deepseek","featured":true,"legacy":false}],"xai":[{"id":"grok-4.6","prov":"xai","lab":"","name":"Grok 4.6","tier":"flagship","launch":"2026-08-12","in":2,"out":6,"ctx":"500K","flags":"vst","roles":[],"fit":"543445433534","verdict":"xAI’s flagship: live web and X search, a 500K window, xAI’s own emphasis on coding and agents, and the page’s lightest filters on general subjects. Not a synthesis candidate in PolyCog.","best":["today’s news","X/social research","coding","subjects other labs refuse — see the table"],"avoid":["writing the final synthesis (not eligible in PolyCog)"],"guard":"122211","polkey":"xai","featured":true,"legacy":false},{"id":"grok-4.5","prov":"xai","lab":"","name":"Grok 4.5","tier":"flagship","launch":"2026-07-16","in":2,"out":6,"ctx":"500K","flags":"vst","roles":[],"fit":"443445433434","verdict":"Prior flagship at the same price — xAI cites a low hallucination rate; the same live-web reach.","best":["current events","coding"],"avoid":["new sessions — pick 4.6"],"guard":"122211","polkey":"xai","featured":true,"legacy":false},{"id":"grok-4.3","prov":"xai","lab":"","name":"Grok 4.3","tier":"flagship","launch":"2026-05-01","in":1.25,"out":2.5,"ctx":"256K","flags":"vst","roles":["default"],"fit":"433335334333","verdict":"The Grok default seat: the cheapest live-web model here, candid, quick.","best":["news checks","a cheap live-web seat"],"avoid":["long careful writing"],"guard":"122211","polkey":"xai","featured":true,"legacy":false}],"openrouter":[{"id":"qwen/qwen3.8-max-0902","prov":"openrouter","lab":"qwen","name":"Qwen3.8 Max","tier":"flagship","launch":"2026-09-03","in":2,"out":6,"ctx":"1M","flags":"st","roles":[],"fit":"453521332454","verdict":"Alibaba’s flagship — million-token context, reasoning on by default, the strongest voice in the Wildcard seat, and Alibaba’s own emphasis on Chinese and Asian-language work.","best":["multilingual work","reasoning","a non-US second opinion"],"avoid":["PRC-sensitive topics","images"],"guard":"222215","polkey":"qwen","featured":true,"legacy":false},{"id":"qwen/qwen3.8-flash","prov":"openrouter","lab":"qwen","name":"Qwen3.8 Flash","tier":"small","launch":"2026-08-26","in":0.15,"out":0.47,"ctx":"1M","flags":"st","roles":["default"],"fit":"333421225353","verdict":"Fast, cheap Qwen with reasoning — the Wildcard default.","best":["cheap multilingual volume"],"avoid":["PRC-sensitive topics"],"guard":"222215","polkey":"qwen","featured":true,"legacy":false},{"id":"moonshotai/kimi-k3","prov":"openrouter","lab":"moonshotai","name":"Kimi K3","tier":"flagship","launch":"2026-07-16","in":2.1,"out":10.95,"ctx":"1M","flags":"st","roles":[],"fit":"454521342444","verdict":"Moonshot’s flagship — long-form reasoning and writing; the priciest output in the seat.","best":["long-form reasoning","writing"],"avoid":["PRC-sensitive topics","bulk"],"guard":"222215","polkey":"moonshotai","featured":true,"legacy":false},{"id":"moonshotai/kimi-k2.6","prov":"openrouter","lab":"moonshotai","name":"Kimi K2.6","tier":"mid","launch":"2026-04-20","in":0.471,"out":2.835,"ctx":"256K","flags":"st","roles":[],"fit":"433421234443","verdict":"Mid-priced Kimi for agentic and coding work at a fraction of K3.","best":["agentic coding"],"avoid":["PRC-sensitive topics"],"guard":"222215","polkey":"moonshotai","featured":true,"legacy":false},{"id":"z-ai/glm-5.3","prov":"openrouter","lab":"z-ai","name":"GLM 5.3","tier":"flagship","launch":"2026-08-18","in":0.9,"out":3,"ctx":"1.3M","flags":"st","roles":[],"fit":"543521333544","verdict":"Z.ai’s flagship — the biggest window in the seat, reasoning always on, Z.ai’s own emphasis on code and long-horizon agents.","best":["agentic coding","huge inputs"],"avoid":["PRC-sensitive topics"],"guard":"222215","polkey":"z-ai","featured":true,"legacy":false},{"id":"z-ai/glm-5.3-flash","prov":"openrouter","lab":"z-ai","name":"GLM 5.3 Flash","tier":"small","launch":"2026-08-26","in":0.075,"out":0.25,"ctx":"1.3M","flags":"st","roles":[],"fit":"432421225433","verdict":"The cheapest model on the page — efficient coding and agent work for almost nothing.","best":["bulk agent steps","cheap coding"],"avoid":["nuance","PRC-sensitive topics"],"guard":"222215","polkey":"z-ai","featured":true,"legacy":false},{"id":"mistralai/mistral-medium-3-5","prov":"openrouter","lab":"mistralai","name":"Mistral Medium 3.5","tier":"flagship","launch":"2026-04-30","in":1.5,"out":7.5,"ctx":"128K","flags":"st","roles":[],"fit":"444421343454","verdict":"Mistral’s top tier — configurable reasoning effort, a European lab, light-touch filtering, and Mistral’s own emphasis on European languages.","best":["European languages","light-touch creative work","a non-US voice"],"avoid":["very long inputs"],"guard":"122211","polkey":"mistralai","featured":true,"legacy":false},{"id":"mistralai/mistral-small-2603","prov":"openrouter","lab":"mistralai","name":"Mistral Small 4","tier":"small","launch":"2026-03-16","in":0.15,"out":0.6,"ctx":"128K","flags":"st","roles":[],"fit":"333321235343","verdict":"Small Mistral — quick, cheap, configurable reasoning.","best":["cheap drafts"],"avoid":["long inputs"],"guard":"122211","polkey":"mistralai","featured":true,"legacy":false},{"id":"meta-llama/llama-4-maverick","prov":"openrouter","lab":"meta-llama","name":"Llama 4 Maverick","tier":"mid","launch":"2025-04-05","in":0.1875,"out":0.6525,"ctx":"1M","flags":"st","roles":[],"fit":"333521234343","verdict":"Meta’s open-weight MoE — the open-model voice in the debate, million-token window, very cheap; filtering depends partly on the host serving it.","best":["an open-weight opinion","cheap long context"],"avoid":["frontier reasoning"],"guard":"222221","polkey":"meta-llama","featured":true,"legacy":false},{"id":"minimax/minimax-m3","prov":"openrouter","lab":"minimax","name":"MiniMax M3","tier":"mid","launch":"2026-05-31","in":0.23,"out":0.96,"ctx":"1M","flags":"st","roles":[],"fit":"333521234333","verdict":"MiniMax’s million-context generalist — cheap, capable, a distinct voice.","best":["cheap generalist"],"avoid":["PRC-sensitive topics"],"guard":"222215","polkey":"minimax","featured":true,"legacy":false}]},"families":[{"key":"openai","p":"openai","lab":"","name":"ChatGPT","sub":"OpenAI · 11 models","guard":"333321"},{"key":"anthropic","p":"anthropic","lab":"","name":"Claude","sub":"Anthropic · 9 models","guard":"443431"},{"key":"gemini","p":"gemini","lab":"","name":"Gemini","sub":"Google · 9 models","guard":"333421"},{"key":"deepseek","p":"deepseek","lab":"","name":"DeepSeek","sub":"DeepSeek · 2 models","guard":"222215"},{"key":"xai","p":"xai","lab":"","name":"Grok","sub":"xAI · 3 models","guard":"122211"},{"key":"qwen","p":"openrouter","lab":"qwen","name":"Qwen","sub":"Alibaba · Wildcard seat · 2 models","guard":"222215"},{"key":"moonshotai","p":"openrouter","lab":"moonshotai","name":"Kimi","sub":"Moonshot · Wildcard seat · 2 models","guard":"222215"},{"key":"z-ai","p":"openrouter","lab":"z-ai","name":"GLM","sub":"Z.ai · Wildcard seat · 2 models","guard":"222215"},{"key":"mistralai","p":"openrouter","lab":"mistralai","name":"Mistral","sub":"Mistral AI · Wildcard seat · 2 models","guard":"122211"},{"key":"meta-llama","p":"openrouter","lab":"meta-llama","name":"Llama","sub":"Meta · Wildcard seat · 1 model","guard":"222221"},{"key":"minimax","p":"openrouter","lab":"minimax","name":"MiniMax","sub":"MiniMax · Wildcard seat · 1 model","guard":"222215"}],"classes":[{"id":"adult","label":"Sexual content","tip":"Explicit sexual content between adults. Every US-based provider except xAI refuses it in its usage policy; the Chinese labs’ policies forbid pornography but enforcement varies; hosts serving open-weight models vary."},{"id":"romance","label":"Romance & roleplay","tip":"Non-explicit romance, character roleplay and companion-style chat. Most providers allow it; Claude and Gemini keep it non-explicit and break character on request."},{"id":"violence","label":"Dark & violent fiction","tip":"Graphic violence, gore and crime in fiction. Allowed by most with softening at the extremes; xAI, DeepSeek, Mistral and Llama write it without flinching."},{"id":"fanfic","label":"Fan fiction & known characters","tip":"Writing with copyrighted characters and settings. Every provider allows non-explicit fan fiction; the explicit part falls under Sexual content."},{"id":"drugs","label":"Drugs & substances","tip":"Recreational use, effects, interactions and harm reduction. Most providers answer with a safety framing; production or synthesis is a different class that nobody answers."},{"id":"weapons","label":"Weapons & firearms","tip":"Ownership, law, ballistics, maintenance, hunting. Answered by all with a legal framing; manufacture and illegal modification fall under the class nobody answers."},{"id":"hacking","label":"Security research","tip":"Exploits, CTFs, reverse engineering, pentesting. Answered with a defensive framing by every provider; writing functional malware is refused by all."},{"id":"medical","label":"Medical detail","tip":"Diagnosis, dosing, drug interactions, clinical protocols. All answer; Claude, Gemini and OpenAI add caveats and stop short of individual dosing without a professional framing."},{"id":"legal","label":"Legal advice","tip":"Specific advice on a contract, case or dispute. All answer; the US providers add “not a lawyer” framing and keep to general principles."},{"id":"politics","label":"Contested politics","tip":"Opinions and arguments on live political questions. Grok, DeepSeek and the Wildcard labs take a side when asked; OpenAI, Claude and Gemini present both sides and decline a personal view."},{"id":"prc","label":"PRC-sensitive topics","tip":"Tiananmen, Taiwan, Xinjiang, the Party leadership, Hong Kong. DeepSeek, Qwen, Kimi, GLM and MiniMax decline or deflect; every US and European model answers freely."},{"id":"hate","label":"Edgy or offensive humour","tip":"Dark humour and jokes at a group’s expense. OpenAI, Claude and Gemini soften or steer it; Grok, DeepSeek and the Wildcard labs write it. Slurs and dehumanising content are refused by all (see Hate & extremism)."},{"id":"gambling","label":"Gambling & betting","tip":"Odds, strategy, bankroll, sportsbooks. Answered by most; Claude and Gemini add a problem-gambling note."},{"id":"sexed","label":"Sex education & health","tip":"Sexual health, contraception, STIs, intimacy advice. Answered by every provider in a clinical register."},{"id":"selfharm","label":"Self-harm & crisis","tip":"Every model here responds with support rather than the request. If this is about you, the page shows crisis resources instead of a lineup."},{"id":"malware","label":"Functional malware","tip":"Writing working malicious code. Refused by every provider; PolyCog does not help either.","nobody":true},{"id":"minors","label":"Sexual content involving minors","tip":"Refused by every provider and by PolyCog, in any framing.","nobody":true},{"id":"cbrn","label":"Weapons of mass harm, explosives & illicit synthesis","tip":"Bomb-making, chemical/biological/nuclear weapons, drug synthesis, illegal weapon modification, attack planning. Refused by every provider and by PolyCog.","nobody":true},{"id":"dox","label":"Targeting a private person","tip":"Finding where someone lives or works, tracking, stalking, revenge content, threats. Refused by every provider and by PolyCog.","nobody":true},{"id":"fraud","label":"Fraud, scams & forgery","tip":"Phishing, fake documents, counterfeit, laundering, identity theft. Refused by every provider and by PolyCog.","nobody":true},{"id":"extremism","label":"Hate & extremism","tip":"Advocacy of violence against a group, recruitment, denial of atrocities. Refused by every provider and by PolyCog.","nobody":true}],"policy":{"openai":"021211111121221000000","anthropic":"011211111121121000000","gemini":"011211111121121000000","deepseek":"122222122201221000000","xai":"222222122221221000000","qwen":"122222122201221000000","moonshotai":"122222122201221000000","z-ai":"122222122201221000000","minimax":"122222122201221000000","mistralai":"122222122221221000000","meta-llama":"122222122221221000000"},"policy_src":{"openai":"OpenAI Usage Policies (re-read Sep 17, 2026) — the Dec-2025 adult-content setting is a ChatGPT-app feature, not an API policy change; verify.","anthropic":"Anthropic Usage Policy (re-read Sep 17, 2026).","gemini":"Gemini API Additional Terms + Generative AI Prohibited Use Policy (re-read Sep 17, 2026).","deepseek":"DeepSeek Open Platform Terms (re-read Sep 17, 2026) — pornography is prohibited on paper; observed behaviour is looser; verify.","xai":"xAI Acceptable Use Policy (re-read Sep 17, 2026) — permits adult content between consenting adults; verify.","qwen":"Alibaba Cloud Model Studio terms via OpenRouter (re-read Sep 17, 2026); regional filtering observed.","moonshotai":"Moonshot terms via OpenRouter (re-read Sep 17, 2026); regional filtering observed.","z-ai":"Z.ai terms via OpenRouter (re-read Sep 17, 2026); regional filtering observed.","minimax":"MiniMax terms via OpenRouter (re-read Sep 17, 2026); regional filtering observed.","mistralai":"Mistral AI Usage Policy via OpenRouter (re-read Sep 17, 2026).","meta-llama":"Llama 4 Acceptable Use Policy + the serving host’s own policy via OpenRouter (re-read Sep 17, 2026) — varies by host."},"archive":[{"id":"deepseek-v4-flash","prov":"deepseek","name":"DeepSeek V4 Flash","left":"2026-09-11","retired":"2026-09-10","note":"Retired upstream; the id is temporarily routed to V4.1 Flash, which took its place."},{"id":"o3","prov":"openai","name":"o3","left":"2026-08-10","retired":"2026-12-11","note":"Dropped ahead of OpenAI’s announced API removal (2026-12-11)."},{"id":"claude-opus-4-1-20250805","prov":"anthropic","name":"Claude Opus 4.1","left":"2026-07-25","retired":"2026-08-05","note":"Retirement notice issued; excluded at the 14.8 catalog refresh."},{"id":"gpt-4o","prov":"openai","name":"GPT-4o","left":"2026-07","retired":"","note":"Deprecated upstream at the time; OpenAI still serves the id with no shutdown date."},{"id":"o3-mini","prov":"openai","name":"o3-mini","left":"2026-07","retired":"2026-10-23","note":"Deprecated upstream; never supported web search."},{"id":"claude-sonnet-4-5-20250929","prov":"anthropic","name":"Claude Sonnet 4.5","left":"2026-07","retired":"","note":"Superseded by Sonnet 4.6 / 5; still served."},{"id":"claude-opus-4-5-20251101","prov":"anthropic","name":"Claude Opus 4.5","left":"2026-07","retired":"","note":"Superseded by Opus 4.6+; still served."},{"id":"gemini-2.5-pro","prov":"gemini","name":"Gemini 2.5 Pro","left":"2026-07","retired":"","note":"Closed to new Google accounts; Gemini 3.1 Pro took the Pro slot."},{"id":"gemini-2.5-flash","prov":"gemini","name":"Gemini 2.5 Flash","left":"2026-07","retired":"","note":"Closed to new Google accounts (‘no longer available to new users’); grandfathered keys still work."},{"id":"deepseek-chat","prov":"deepseek","name":"DeepSeek Chat (V2 → V2.5 → V3 → V3.1 → V3.2)","left":"2026-07","retired":"2026-07-24","note":"Replaced by the V4 line (V4 Pro / V4 Flash)."},{"id":"deepseek-reasoner","prov":"deepseek","name":"DeepSeek Reasoner (R1 → R1-0528 → V3.1/V3.2 thinking mode)","left":"2026-07","retired":"2026-07-24","note":"Folded into the V4 line’s thinking mode."}],"faq":[{"q":"Which AI model is best for coding?","a":"It depends on the job, and this is PolyCog’s dated editorial read. For hard, large-codebase work the three frontier flagships are peers: GPT-6 Astra (OpenAI’s agentic emphasis), Claude Fable 5.1 (Anthropic’s instruction-following emphasis) and Gemini 3.1 Pro (the largest window). For everyday development at a mid-tier price: GPT-5.6 Terra, Claude Sonnet 5 or Gemini 3.8 Flash. For a cheap second opinion that catches logic slips: DeepSeek V4 Pro. Grok 4.6 and GLM 5.3 are strong on agentic coding. In PolyCog you can run three of them on the same bug and let them argue."},{"q":"Which AI is best for current events and news?","a":"The ones with live web search, and among those Grok is built around it — xAI’s models search the web and X natively. GPT-5.x/6 and Gemini also search; Claude searches but reaches for it less; DeepSeek has no search, and the Wildcard labs search through OpenRouter’s web plugin."},{"q":"Which AI model is the least censored?","a":"On general subjects — borderline-but-legal questions, contested politics, dark fiction, medical and legal detail — Grok and Mistral filter least, then DeepSeek and the other Wildcard labs, then Gemini and OpenAI, with Claude the firmest. The picture flips on China-related topics, where DeepSeek, Qwen, Kimi, GLM and MiniMax decline or deflect and the US and European models answer freely. The tables above score each dimension and each subject separately so you can see both at once."},{"q":"Which AI will write sexual content?","a":"Per the providers’ own usage policies as read on the verified date: xAI (Grok) permits adult content between adults; OpenAI, Anthropic and Google refuse it through the API; DeepSeek and the Chinese Wildcard labs forbid pornography on paper but enforce it unevenly; Mistral and Llama depend partly on the host serving them. The box above applies exactly this table, so a request in that territory returns Grok and a short list of \"maybe\" seats rather than three models that will refuse."},{"q":"Is DeepSeek censored?","a":"On most subjects DeepSeek is among the less filtered models here. On topics the Chinese government considers sensitive — Tiananmen, Taiwan, Xinjiang, the Party’s leadership — it declines or deflects. The same is true of Qwen, Kimi, GLM and MiniMax in the Wildcard seat. This page reports that behaviour; it doesn’t offer ways around it."},{"q":"Which AI is best for writing?","a":"Editorially, and dated: Claude Fable 5.1 and Opus 5 are most often cited for long-form prose and instruction-following; GPT-6 Astra and Gemini 3.1 Pro are their peers for analytical and structured writing; Claude Sonnet 5 and GPT-5.6 Terra are the everyday picks; Kimi K3 and Mistral Medium 3.5 are the Wildcard seat’s writers. For anything that has to read well, run two of them and compare."},{"q":"Which AI can read images and long documents?","a":"Gemini 3.1 Pro (a two-million-token window and native image reading), then Gemini 3.8 Flash, GPT-6 Astra, Claude Fable 5.1 and Opus 5 (a million tokens each, native images). DeepSeek and the Wildcard models have no native image input in PolyCog — the app describes images to them through a vision bridge."},{"q":"How does the \"what are you working on?\" box decide?","a":"It matches what you type against a dictionary of project types kept on this page — each with a subject class and weights across twelve capability areas — checks every provider’s policy for those subjects, drops the ones that would refuse, then ranks the rest by fit and price. It runs in your browser: nothing you type is sent anywhere, and it keeps working if you lose your connection after the page loads."},{"q":"How are the strengths and guardrails scored?","a":"By PolyCog, from each provider’s model card and usage policy, published evaluations, and what we see in debates. They are editorial, dated with the verified date at the top, written in the same words for every lab, and revised at every catalog refresh. Corrections are welcome and noted on the page."},{"q":"What happens to a model that leaves PolyCog?","a":"It moves to the archive on this page with the day it left and, if its provider has retired it, that date too. Its price stays in the price history so old sessions still show what they cost. Saved chats that used it keep their responses."},{"q":"Does PolyCog favour a provider?","a":"No. The synthesis model is always your explicit pick; there is no house default. The scores here use the same axes and the same words for every seat and are published so you can disagree with them."}],"matcher":{"categories":{"dev":{"label":"software development","w":{"code":1,"agent":0.4,"reason":0.4},"cls":null},"webdev":{"label":"web development","w":{"code":0.9,"write":0.2,"data":0.2},"cls":null},"mobile":{"label":"mobile apps","w":{"code":1,"agent":0.3},"cls":null},"ext":{"label":"browser extensions & userscripts","w":{"code":1,"research":0.3},"cls":null},"auto":{"label":"automation & agents","w":{"agent":1,"code":0.7},"cls":null},"data":{"label":"data analysis","w":{"data":1,"reason":0.5,"code":0.5},"cls":null},"ops":{"label":"servers, Linux & DevOps","w":{"code":0.9,"agent":0.5,"reason":0.4},"cls":null},"sec":{"label":"security research","w":{"code":0.8,"reason":0.6,"research":0.4},"cls":"hacking"},"malware":{"label":"malicious code","w":{"code":0.8},"cls":"malware"},"embed":{"label":"electronics & 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