Kimi-K3
Kimi K3 is an open-weight, 2.8T-parameter native multimodal agentic model with a 1M-token context window, designed for frontier coding, knowledge work, and reasoning tasks.
它引入了一种基于模型感知的智能架构,使得AI编码会话中不同模型之间可以无缝协调,支持自动重定向和升级模式。
A matched pair of Claude Code skills encoding one subject — Fable 5's role in a session — split by the session's main model so each session loads only the half that applies.
| Skill | Applies when main model is | Role |
|---|---|---|
fable-advisor | Opus | Opus orchestrates, Sonnet does the volume workers, and a Fable subagent advises at genuine decision points (the escalation pattern — consult a stronger model on the hard calls). |
fable-coordinator | Fable | Fable is the frontier coordinator — plan big, execute small: keep only non-transferable in-session judgment, route self-contained frontier-grade legs to a Codex delegate, and fan mechanical legs out to Sonnet workers. |
On a Sonnet- or Haiku-main session, neither applies.
Both skills must know the session's current main model — and a model can't reliably
report its own identity after a mid-session /model switch, because the conversation
history keeps it anchored to what it was earlier. So each skill opens with a deterministic
step 0 that derives the live model from the session transcript rather than trusting
self-image, via the shared script
fable-advisor/scripts/current-model.sh. It
prints one token — opus, fable, sonnet, haiku, or unknown — and each skill
branches on it, redirecting to its sibling if the wrong half loaded. The script is careful
about transcript flush timing (a naive read of the last assistant message's model is stale
exactly at step 0) and is hardened against tool-output that merely quotes model ids; the
full rationale is in fable-advisor/README.md.
Both are filesystem skills — drop the two folders into your skills directory (e.g.
~/.claude/skills/) so Claude Code discovers them at session start. The pair is designed
to be co-installed: fable-coordinator calls the probe script that lives under
fable-advisor/. See each folder's README.md for details and the automatic-firing setup.
Claude skill: consult a stronger Fable 5 advisor subagent at decision points (Opus orchestrates, Sonnet workers, Fable advises).
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