docs: refresh model notes and stacks
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## Model recommendations
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Through testing, we’ve found [Claude Opus 4.5](https://www.anthropic.com/claude/opus) is the most useful general-purpose model for anything coding-related. We suggest [GPT-5.2-Codex](https://developers.openai.com/codex/models) for coding and sub-agents. For personal assistant work, nothing comes close to Opus. If you’re going all-in on Claude, we recommend the [Claude Max $200 subscription](https://www.anthropic.com/pricing/).
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- [Claude Opus 4.5](https://www.anthropic.com/claude/opus): default primary for assistant + general work. It’s pricey and cap-prone, so consider the [Claude Max $200 subscription](https://www.anthropic.com/pricing/) if you live here.
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- [Claude Sonnet 4.5](https://www.anthropic.com/claude/sonnet): default fallback when Opus caps out. Similar behavior with fewer limit headaches.
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- [GPT-5.2-Codex](https://developers.openai.com/codex/models): recommended for coding and sub-agents. Prefer the [Codex CLI](https://developers.openai.com/codex/cli) if you want the strongest feel.
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Suggested stacks:
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- Assistant-first: Opus 4.5 primary → Sonnet 4.5 fallback.
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- Agentic coding: Opus 4.5 primary → GPT-5.2-Codex for sub-agents → Sonnet 4.5 fallback.
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## Model discussions (community notes)
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Anecdotal notes from the Discord thread on January 4–5, 2026. Treat as “what people reported,” not guarantees.
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Anecdotal notes from the Discord thread on January 4–5, 2026. Treat as “reported by users,” not a benchmark.
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**Reported working well**
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- [Claude Opus 4.5](https://www.anthropic.com/claude/opus): best quality, but expensive and easy to hit limits.
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- [Claude Sonnet 4.5](https://www.anthropic.com/claude/sonnet): solid fallback when Opus caps out.
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- [GLM](https://www.zhipuai.cn/en/): used as a worker model under orchestration.
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- [MiniMax M2.1](https://platform.minimax.io/docs/guides/models-intro): “good enough” fallback for grunt tasks.
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- “Temu-Sonnet” (community shorthand) for MiniMax quality vs Claude Sonnet.
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- [Gemini 3 Pro](https://deepmind.google/en/models/gemini/pro/): some users said it maps Clawdbot structure well.
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- [Claude Opus 4.5](https://www.anthropic.com/claude/opus): best overall quality in Clawdbot, especially for “assistant” work. Tradeoff is cost and hitting usage limits quickly.
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- [Claude Sonnet 4.5](https://www.anthropic.com/claude/sonnet): common fallback when Opus caps out. Similar behavior with fewer limit headaches.
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- [Gemini 3 Pro](https://deepmind.google/en/models/gemini/pro/): some users felt it maps well to Clawdbot’s structure. Vibe was “fits the framework” more than “best at everything.”
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- [GLM](https://www.zhipuai.cn/en/): used successfully as a worker model under orchestration. Seen as strong for delegated/secondary tasks, not the primary brain.
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- [MiniMax M2.1](https://platform.minimax.io/docs/guides/models-intro): “good enough” for grunt work or a cheap fallback. Community nickname was “Temu-Sonnet,” i.e. usable but not Sonnet-level polish.
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**Mixed / unclear**
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- [Antigravity](https://blog.google/technology/ai/google-ai-updates-november-2025/) (Claude Opus access): some reported extra Opus quota, pricing/limits unclear.
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- [Antigravity](https://blog.google/technology/ai/google-ai-updates-november-2025/) (Claude Opus access): some reported extra Opus quota. Pricing/limits were unclear, so the value is hard to predict.
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**Reported weak in Clawdbot**
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- [GPT-5.2-Codex](https://developers.openai.com/codex/models) inside Clawdbot: considered rough for conversation or assistant tasks.
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- [Grok](https://docs.x.ai/docs/models/grok-4): tried, abandoned.
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**Tooling note**
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- [Codex CLI](https://developers.openai.com/codex/cli) felt stronger than embedded use.
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- [GPT-5.2-Codex](https://developers.openai.com/codex/models) inside Clawdbot: reported as rough for conversation/assistant tasks when embedded. Same notes said Codex felt stronger via the [Codex CLI](https://developers.openai.com/codex/cli) than embedded use.
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- [Grok](https://docs.x.ai/docs/models/grok-4): people tried it and then abandoned it. No strong upside showed up in the notes.
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**Theme**
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- Token burn feels higher than expected in long sessions; people suspect context buildup + tool outputs. Pruning/compaction helps. Check session logs before blaming providers. See [/concepts/session](/concepts/session) and [/concepts/model-failover](/concepts/model-failover).
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Want a tailored stack? Share whether you’re using Clawdbot or Clawdis and your main workload (agentic coding vs “assistant” work), and we can suggest a primary + fallback set based on these reports.
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## Models CLI
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See [/cli](/cli) for the full command tree and CLI flags.
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