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deep-interview - Clarify LLM/VLM research ideas through structured interviews

Uses Socratic questions and ambiguity scoring to turn an unclear LLM/VLM research idea into an executable experiment specification.

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Updated: 2026-10-06

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Parse research ideas
  • Explore existing codebases
  • Ask targeted questions
  • Score ambiguity dimensions
  • Track interview state
  • Generate experiment specifications
  • Bridge to execution skills

Inputs

  • Research idea or vague description
  • Interview mode options
  • Existing source code
  • Runtime ambiguity threshold

Outputs

  • Interview questions
  • Ambiguity score reports
  • Saved interview state
  • Deep interview specification file
  • Execution skill selection prompt

Requirements

  • LLM/VLM-capable model
  • Haiku model support
  • Opus model support
  • AskUserQuestion tool
  • Task tool
  • state_read and state_write tools
  • Write tool
  • Skill tool

Source

  • Spec: SKILL.md

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research ideation
Socratic interview
LLM research
VLM research
experiment design
ambiguity scoring
specification generation
Parse research ideas
Explore existing codebases
Ask targeted questions
Score ambiguity dimensions
Research idea or vague description
Interview mode options
Existing source code
Interview questions
Ambiguity score reports
Saved interview state