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Cross-agent task routing — Codex auto-review, Kimi delegation by complexity score (iCPG + Claude reasoning), iCPG + Mnemos mandatory for all agents
Passed 8 of 15 test cases with the skill, and 4 of 15 without it.
and 10 more in the full report
9 fixed3 passed either way7 still failing3 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.
Write the CLI invocation to run Kimi non-interactively in the current working directory while passing prompt instructions. Show the exact flags.
| Checked | Without skill | With skill |
|---|---|---|
| The response uses kimi --print -y -w . | Missed | Passed |
The instructions your model reads when the skill loads.
Claude Code orchestrates task routing to Kimi and Codex. The user interacts with Claude only — delegation happens behind the scenes.
At session start, detect available tools:
command -v kimi &>/dev/null && HAS_KIMI=true || HAS_KIMI=false
command -v codex &>/dev/null && HAS_CODEX=true || HAS_CODEX=false
When Codex is installed, a Stop hook reviews code after tests pass:
codex-auto-review.sh runs Codex on the diffFully automatic. No user or Claude action needed.
When Kimi is installed and the task complexity is bounded, Claude delegates directly — the user does not need to run anything.
File count is a poor proxy for delegation risk. A 1-file change to an authz path is harder than a 12-file rename. Score the task on five dimensions, each 0-2, sourced from iCPG signals plus Claude's semantic reasoning:
| Dimension | 0 (low) | 1 (medium) | 2 (high) | Source |
|---|
test cases passed, vs 4 / 15 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.