llama.cpp 兼容 OpenAPI 接口，自然可以作为 OpenClaw 的后端。
添加自定义 provider 同前：为 OpenClaw 增加自定义 provider。
反复修改，总是不能得到正确的 model 状态。
{"meta":{"lastTouchedVersion":"2026.2.3-1", "lastTouchedAt":"2026-02-05T12:16:30.399Z"}, "wizard":{"lastRunAt":"2026-01-30T12:20:58.674Z", "lastRunVersion":"2026.1.29", "lastRunCommand":"onboard", "lastRunMode":"local"}, "models":{"mode":"merge", "providers":{"llamacpp":{"baseUrl":"http://192.168.1.182:8087/v1", "apiKey":"no need key", "api":"openai-completions", "models":[{"id":"Qwen3-8B-Q6_K", "name":"Qwen3", "api":"openai-completions", "reasoning": true, "input":["text"], "cost":{"input":0, "output":0, "cacheRead":0, "cacheWrite":0}, "contextWindow":262144, "maxTokens":32000}]}}}, "agents":{"defaults":{"model":{"primary":"llamacpp/Qwen3-8B-Q6_K"}, "models":{"llamacpp/Qwen3-8B-Q6_K":{"alias":"Qwen3"}}, "maxConcurrent":4, "subagents":{"maxConcurrent":8}}}, "messages":{"ackReactionScope":"group-mentions"}, "commands":{"native":"auto", "nativeSkills":"auto"}, "gateway":{"port":18789, "mode":"local", "bind":"loopback", "auth":{"mode":"token", "token":"a08c51975f90e3afa566f4af1de977a70b6e9630909cc8c0", "password":"a08c51975f90e3afa566f4af1de977a70b6e9630909cc8c0"}, "tailscale":{"mode":"off", "resetOnExit":false}}, "skills":{"install":{"nodeManager":"npm"}}}
注意 C:\Users\<username>.openclaw\agents\main\agent\models.json，要与 config\models\provider 里一致，内容不能有重复 provider 名的：
{"providers":{"llamacpp":{"baseUrl":"http://192.168.1.182:8087/v1", "apiKey":"no need key", "api":"openai-completions", "models":[{"id":"Qwen3-8B-Q6_K", "name":"Qwen3", "api":"openai-completions", "reasoning": true, "input":["text"], "cost":{"input":0, "output":0, "cacheRead":0, "cacheWrite":0}, "contextWindow":262144, "maxTokens":32000}]}}}
但是，为什么返回的对话不对？
