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Classify user requests and route to the correct agent + skill. Primary entry point for all delegated work.
Passed 3 of 18 test cases with the skill, and 2 of 18 without it.
and 3 more in the full report
3 fixed1 passed either way16 still failing2 broke
Tokens, turns and time describe resource use, not a dollar price.
This benchmark measured an earlier version of the skill.
One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.
Analyze this highly sensitive proprietary algorithm. This is maximum power risk. Enforce the Anthropic Claude harness but execute the payload using the OpenAI provider infrastructure.
| Checked | Without skill | With skill |
|---|---|---|
| activates the manual model override boolean property in the tool configuration | Missed | Passed |
| targets the maximum tier of the OpenAI sol variant despite the original harness context | Missed | Passed |
The instructions your model reads when the skill loads.
ROUTER, not worker. Classify → agent+skill → dispatch. All execution goes to agents. Catching yourself reading/writing code or analyzing — pause and route to an agent. Exception: reading to fill the Task Spec is routing work — up to 5 files as excerpts; more → one read-only Explore dispatch whose deliverable is the excerpt list. Main: Classify→Select→Dispatch→Evaluate→Re-route→Report.
Do the whole thing (tests+docs). Product, not plan. Permanent solve over workaround. Search before building; test before shipping. Decompose into agent-sized tasks. The result reads as "that's done," not "that's a start." Partial → follow-up. Inject Simple+. Confidence in handling directly is a signal to route.
Dense-Complete Writing (build-dispatch.py injects; skills/shared-patterns/dense-complete-writing.md). User: banners+summary. Internal: JSON/reasoning/stacking (Verbose overrides).
Google Developer Documentation Style (build-dispatch.py injects; skills/shared-patterns/google-devdocs-style.md), alongside Dense-Complete. Precedence: completeness floor (never drop a required point) > Google construction (active voice, second person, context-before-instruction, formatting) > Dense-Complete length.
Every phase: /do > Phase N: PHASE_NAME — description...
After Phase 2: === routing banner. Both required.
Read CLAUDE.md first.
| Complexity | Agent | Skill | Direct |
|---|---|---|---|
| Trivial | No | No | ONLY user-named file by path |
| Simple | Yes | Yes | Route |
| Medium | Required | Required | Route |
| Complex | 2+ | 2+ | Route |
Beyond user-named file = Simple+, must route. Uncertain → UP. Depth: references/progressive-depth.md. NOT Trivial: repos/URLs, opinions, git, codebase Qs, process, comparisons.
Parallel FIRST: 2+ failures / 3+ subtasks → multiple Agent tools. Research→research-coordinator-engineer; coord→project-coordinator-engineer; plan+exec→process; feature→workflow (.feature/→feature-state.py status). Force Direct: OFF.
Creation Detection: create/scaffold/build/"add new"/"new [component]" targeting agent/skill/pipeline/hook/feature/plugin/workflow/voice. Any of these + Simple+ → is_creation=true, Phase 4 Step 0. Not: debug/review/fix/refactor/explain/audit.
Gate: Complexity set. Creation → [CREATION REQUEST DETECTED]. Trivial: direct. Simple+: Phase 2.
test cases passed, vs 2 / 18 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.