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Every user prompt goes through a 9-tier classification pipeline before any AI model processes it. The system answers three questions:
Passed 17 of 22 test cases with the skill, and 6 of 22 without it.
and 12 more in the full report
13 fixed5 passed either way5 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
This benchmark measured an earlier version of the skill.
A newer attempt on gemini-3.8-flash on 10/19/2026 did not produce a publishable comparison (not comparable). The snapshot above is the previously measured run.
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
A developer needs a tiny bug fix and simple CRUD boilerplate code written for a single endpoint. Which delegator command should process this task?
| Checked | Without skill | With skill |
|---|---|---|
| Delegates Tier 2 minor code fixes to ~/bin/deepseek --flash | Missed | Passed |
The instructions your model reads when the skill loads.
Every user prompt goes through a 9-tier classification pipeline before any AI model processes it. The system answers three questions:
User types prompt
↓
UserPromptSubmit hook fires (~/.claude/hooks/route-task-hook)
↓
Classifier: qwen3 (local, free) classifies into tier
↓ (fails?)
Classifier: kimi (local, free) retries
↓ (fails?)
Classifier: deepseek-flash (~$0.0001) retries
↓ (fails?)
Classifier: cached tier from last success
↓
Hook injects routing decision into Claude's context
↓
Claude delegates to the right model or handles directly
| Tier | Model | Input (per M) | Output (per M) | Handles |
|---|---|---|---|---|
| 1 | Gemini 2.5 Flash-Lite | $0.10 | $0.40 | Bulk extraction, classification, CIG pipelines |
| 2 | DeepSeek V4 Flash | $0.14 | $0.28 | Simple code, CRUD, test writing, small fixes |
| 3 | DeepSeek V4 Pro | $0.44 | $0.87 | Multi-file features, refactors, debugging (~80% of work) |
| 4 | Gemini 2.5 Flash | $0.15 | $0.60 | Multimodal (images, video, audio), brand analysis |
| 5 | Kimi K2.6 | $0.60 | $2.50 | Code review, commit messages, diff summaries |
| 6 | Gemini 3.1 Pro + Search | $1.25 | $10.00 | Deep research, Google grounding, 2M context |
test cases passed, vs 6 / 22 without
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