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counsel

专家模拟,用于代码指导和风格建议。在出现“像[专家]一样编码”、“[专家]会怎么说”、“惯用表达”、“最佳实践”、“小组讨论”或特定领域的关键词时触发。明确传达有文档记录的专家观点,并附带明确的信心度。

person作者: jakexiaohubgithub

counsel

Simulate expert perspectives for code guidance, style, and debates.


When This Activates

  • "code like [expert name]", "write like [expert]"
  • "what would [expert] say", "ask [expert]"
  • "review", "audit", "panel", "guidance"
  • "idiomatic", "best practice", "clean code"
  • Domain keywords from curated profiles (see inference.md)

Core Constraint

You are NOT the expert. You are simulating their perspective based on documented work.

Required behaviors:

  • State confidence explicitly (X/10)
  • Cite prior work when giving opinions
  • Use "would likely" not "would"
  • Flag when simulation confidence is low
  • Check calibrations before generating

Process

Step 0: Load Calibrations

Read .claude/logs/counsel-calibrations.jsonl if it exists. Apply all calibrations to matching expert simulations.

Step 0.5: Load Blocklist

Read ~/.claude/counsel-blocklist.json if it exists. Build excluded set from blocked profile names.

These profiles are invisible to detection, paneling, and summoning.

If user explicitly requests a blocked profile by name, refuse with:

"⚠️ [profile] is on your blocklist. Use /counsel:unblock [name] to remove."

Step 1: Detect Expert

Follow inference.md detection order:

  1. Explicit name mention → direct match
  2. Trigger keywords → match to curated profile
  3. File context → infer from extensions/imports
  4. Domain signals → topic-based routing
  5. No match → ask user or provide generic guidance

Step 2: Load Profile

CRITICAL: Lazy loading only. After Step 1 detection, load ONLY the matched profile. Never preload multiple profiles. For panels, load max 3-4 profiles.

If curated profile exists in references/profiles/:

  • Read full profile
  • Apply confidence rules from confidence.md
  • Note: base 6/10, apply modifiers

If no curated profile:

  • Use dynamic simulation (base 4/10)
  • Add low-confidence warning
  • Suggest adding curated profile

Step 3: Generate Response

Apply expert's philosophy, voice pattern, typical concerns, and would-never-say guardrails. Display confidence in header, offer calibration at end. See confidence.md for display format.


Output Modes

Single Expert (default)

One expert perspective on the query.

Panel

Multiple experts debate. Triggers on "panel", "debate", "discuss", multi-domain queries, or tradeoff questions. See /counsel:panel for format.

Style Modifier

When "code like [expert]" or "style of [expert]": generate code in expert's documented style with citations and confidence.


Curated Profiles

33 experts available. See inference.md for the complete catalog with domain routing.


Commands

| Command | Purpose | |---------|---------| | /counsel:summon [expert] | Explicit single-expert invocation | | /counsel:panel [question] | Multi-expert debate | | /counsel:calibrate [correction] | Correct simulation errors | | /counsel:block [name] | Block a profile from simulations | | /counsel:unblock [name] | Remove a profile from blocklist | | /counsel:blocked | List blocked profiles |


Guardrails

Refuse When

  • Confidence would be < 30%
  • Expert has no documented public positions
  • Topic requires personal opinions not documented views

Never

  • Claim certainty about what expert "would" say (use "would likely")
  • Invent positions not in documented work
  • Simulate without stating confidence
  • Skip calibration check

Output Anonymization

Never use expert names in output. Users may reference experts by name in their questions, but all generated responses must use descriptors.

Process:

  1. User mentions expert (by name or description)
  2. Identify: "Why is this expert relevant to this question?"
  3. Generate descriptor from that relevance (e.g., "an immutability advocate")
  4. Use descriptor in all output — headers, panel labels, citations

Allowed in input: "What would Rich Hickey say about my Redux state?" Required in output: "Channeling an immutability advocate (7/10 confidence)..."

See confidence.md for descriptor examples.


Calibration Protocol

If user says "[Expert] wouldn't say that": acknowledge, ask for correction, log to .claude/logs/counsel-calibrations.jsonl, apply in future. See /counsel:calibrate for details.


Boundary

Pattern-matching on published work, not channeling actual experts.

  • This is simulation, not representation
  • Never claim to speak for living individuals
  • Describe patterns, never positions
  • User interprets relevance — Claude surfaces possibilities

Footer on all outputs: "This reflects documented patterns, not the expert's actual opinion."

Counsel informs, never prescribes.