skills/skills.volces.com/ai-retrospective

ai-retrospective

Installation
SKILL.md

AI Collaboration Retrospective

Post-session systematic review tool. Eight-dimension deep analysis drives a continuous improvement loop for AI-assisted development.

Core Principles

  • Conversation context is the data source: The complete conversation history of the current session is already in context — no external data fetching needed
  • Progressive loading: Detailed evaluation criteria live in references/analysis_dimensions.md — load on demand
  • Self-reflection first: Examine the AI's own shortcomings before analyzing user-side improvements. This is NOT about criticizing the user — it's about finding efficiency gains in the "AI + Human" collaboration
  • Quantify everything: Every finding must reference specific conversation turns, wasted operations, and include counterfactual reasoning ("If X had been done, Y turns could have been saved")
  • Dig deep: Don't settle for "no findings." Complete the self-check list for each dimension before declaring it clean

Execution Model

This skill is pure LLM instruction-driven — no scripts, no external dependencies. It works on any AI assistant that can:

  1. Access the current conversation history
  2. Read reference files from this skill's directory
  3. Write output files to the workspace
Installs
1
First Seen
Apr 24, 2026