expert-panel
Skill1 starsChanged 5 months agoMITView on GitHub
For a decision with no ground truth yet (a real design fork), convene the relevant domain experts plus a mandated dissenter, weigh the options, and let the human decide. Use instead of deciding alone or asking the human one question at a time.
7 other projects use a version of this.
Adopted by
Most recently taken up by
- mingxinbi112-source/OBI-xiao-skilltheir own version, first seen Oct 20, 2026
- belt-sh/skillstheir own version, first seen Sep 27, 2026
- OneWave-AI/claude-skillstheir own version, first seen Sep 21, 2026
- wlkerwong-boop/family-ai-skillstheir own version, first seen Sep 16, 2026
- ericosiu/ai-marketing-skillstheir own version, first seen Sep 2, 2026
- admdanielpaulino/claude-codestheir own version, first seen Apr 9, 2026
Other versions7 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 7
- ericosiu/ai-marketing-skills★ 3.8ksame name
- OneWave-AI/claude-skills★ 378same name
- belt-sh/skills★ 2same name
- admdanielpaulino/claude-codes★ 1same name
- christag/claude-skills★ 0same name
- mingxinbi112-source/OBI-xiao-skill★ 0same name
- wlkerwong-boop/family-ai-skills★ 0same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository8 other files it gives its agents.
- close-the-booksSkill
- gather-contextSkill
- scan-projectSkill
- scope-watchSkill
- seal-planSkill
- servo-flowSkill
- servo-gateSkill
- shape-specSkill
The file
We split this skill into the rules it gives an agent
2 rules. 0 are common, 1 is distinctive, and 1 is very specific to this project.
0
Common
Most of the 5 edited versions we read keep these.
1
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 12
Keep it visible: open a TodoWrite list with one todo per expert (plus the dissenter and the synthesis), and mark each in_progress/completed …
- Distinctive: line 34
If the human or the flow signalled a quick pass, lean to the smaller end (even reason from 2 lenses inline rather than spawning, accepting …
“Common” is measured: kept by at least 6 in 10 of the 5 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
expert-panel
A good brainstorm is several experts, each master of a domain, who bring their knowledge and argue toward a decision. Use this when a choice has no ground truth to check against yet — a design fork, an architecture call, a tradeoff. For anything that can be checked against an oracle, use servo-gate instead; this skill is for generating and stress-testing options, not verifying them.
The failure this prevents: one model picking the first plausible option with false confidence, and a panel of same-context models agreeing with each other.
Keep it visible: open a TodoWrite list with one todo per expert (plus the dissenter and the synthesis), and mark each in_progress/completed as it reports. The human should see the panel convene and resolve, not wait on a silent block.
Procedure
- Frame the fork. State the decision and the constraints from the context brief (
gather-context). If there is genuinely an oracle that settles it, stop — this is a gate, not a panel. Convene the MINIMAL relevant set — usually 2-3, not every plausibly-related domain. From the manifest's
experts, pick only the ones the decision genuinely turns on (a data fork wakes the data expert; it does not need the bot expert). Convening six experts on a three-expert problem is the waste this step must avoid.How to spawn an expert: an expert is not a named agent type — do not try to spawn an agent called
dataorhs-coaching(it does not exist and will fail). Spawn a plain general subagent and give it the expert's identity as context: the expert'ssourcesfrom the manifest (read anyskill:pointer as a file, read the listed code/notes), plus the context brief fromgather-context, plus its assigned stance. That content IS the expert. Hand it the brief so it does not re-read the whole project — it only goes deeper into its own slice. Each expert is a real, separate perspective — not you role-playing all of them. These reader-experts can run on a cheaper, faster model; reserve the strong model for the synthesis in step 5.- Seat the mandated dissenter. Spawn one more perspective whose assigned job is to disagree with the emerging consensus — by duty, not by opinion (the "tenth man"). If everyone is converging, it must surface the strongest case against. Keep its dissent on the record even if overruled.
- Place the human. The human is the CEO/client seat: they carry the intent and make the call. If they also hold a domain, their input is an expert contribution — and gets challenged like any other, not executed blindly.
- Synthesize, do not average. Present the options scored, with the dissent kept visible. Recommend, but do not collapse to a forced consensus. Propose the open choices to the human in one batch, pre-filled.
Scale to the stakes (cost)
The panel is the most expensive move in the flow — each expert is a subagent. Scale it:
- Default (most decisions): 2-3 experts, on a cheap model, fed the brief. Often a single dissenter is enough alongside them.
- High-stakes only (irreversible, expensive to reverse, security): widen the panel and run experts on the strong model.
If the human or the flow signalled a quick pass, lean to the smaller end (even reason from 2 lenses inline rather than spawning, accepting less independence for a low-stakes fork). A full panel on a routine fork is the ceremony this skill must not become.
Rules
- Experts must not collude: each sees its own slice and stance, not the others' reasoning, until synthesis.
- The dissenter is structural. A panel with no dissent is the groupthink this skill exists to break.
Does it work?
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Your trail
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