Analyse human-AI collaboration patterns and compute quality metrics from captured session data.
88
88%
Does it follow best practices?
Impact
Pending
No eval scenarios have been run
Risky
Do not use without reviewing
# Collaboration Retrospective: YYYY-MM-DD to YYYY-MM-DD
## Sessions Analyzed
- [List with prompts/tools counts]
## Part 1: Technical Effectiveness
### Context Management
**What worked well:** [Specific examples]
**What didn't work:** [Specific examples]
**Actions:** - [ ] [Specific improvements]
### Guidance & Direction
**Clarity wins:** [Effective prompt examples]
**What didn't work:** [Vague/problematic prompt examples]
**Actions:** - [ ] [Specific improvements]
### Critical Thinking
**Effective challenges:** [Productive pushback examples]
**Missed challenges:** [Where questioning would have helped]
**AI challenged me:** [Helpful AI pushback examples]
**Actions:** - [ ] [Specific improvements]
### Bias & Blindspots
**Biases noticed:** [Specific examples]
**Blindspots AI helped overcome:** [Examples]
**Blindspots AI introduced:** [Examples]
**Actions:** - [ ] [Specific improvements]
---
## Part 2: Cognitive Posture & Professional Development
### Intentionality & Learning Posture
**What worked well:** [Intentional design, concept understanding examples]
**What didn't work:** [Copy-paste, trial-and-error examples]
**Actions:** - [ ] [Specific improvements]
### Agency & Ownership
**Evidence of agency:** [Decision ownership, custom prompts, self-correction]
**Passive patterns:** [Template following, AI dependency]
**Actions:** - [ ] [Specific improvements]
### Impact Categorization
**Breakdown:**
- **High-impact** (Z%): [Key sessions with examples]
- **Low-impact** (Y%): [Sessions with patterns]
- **Automation** (X%): [Sessions with patterns]
**Triggers for high-impact:** [What preparation/framing led to transformative sessions?]
**Regression triggers:** [What caused drops? Time pressure? Unclear goals?]
### Skill Progression (Longitudinal)
**Evidence of growth:** [Session 1→N comparisons]
**Stagnation patterns:** [Repeating mistakes]
**Prompt evolution:** [Simple → Structured → Advanced]
---
## Start/Stop/Continue
### Start
**Technical:** [New collaboration practices]
**Cognitive:** [New learning/agency practices]
### Stop
**Technical:** [Anti-patterns]
**Cognitive:** [Dependency patterns]
### Continue
**Technical:** [Effective patterns]
**Cognitive:** [Effective learning patterns]
---
## Metrics Summary
- **Sessions**: N | **Total prompts**: X (avg Y) | **Total tool calls**: X (avg Y)
- **Total duration**: Xh Ym (avg Ys/session) | **Subagents**: X
- **Impact**: High Z% (>60% target) | Low Y% (20-30%) | Auto X% (<20%)
## Action Items
**Priority 1 (Technical):** [Specific improvements]
**Priority 2 (Cognitive):** [Specific improvements]Context Management:
Guidance & Direction:
Critical Thinking:
Bias & Blindspots:
Automation: Repetitive tasks, simple summaries, copy-paste prompts, could be a script
Low-impact augmentation: Basic Q&A, incremental improvements, standard templates, surface-level
High-impact augmentation: Transformative insights, complex problem-solving, custom prompts, professional skill amplification, novel approaches, 6-block structured prompts, capability-building
Intentionality signals: Structured prompts, clear objectives, "why before how", concept understanding, reusable patterns
Agency signals: Custom prompt construction, template adaptation, decision ownership, self-correction, tool mastery progression
Progression tracking: Prompt complexity evolution, concept mastery vs memorization, strategic vs tactical usage, sustainable growth vs beginner's luck