Project Retrospective & Knowledge Capture

Data Aggregation

Do a retrospective on the XX project that just wrapped up, summarizing board task completion, commit history, and key decisions

LanMate pulls data from several sources:

• Board tasks (completion rate, cycle time, blockers)
• Git commit history (code volume, commit frequency)
• Session records (key discussions and decisions)
• Lansenger messages (collaboration and communication)

Retrospective Framework

It outputs a structured retrospective report:

# XX Project Retrospective

## What went well
1. Requirements were mapped out thoroughly up front, avoiding large-scale rework
2. Code review coverage reached 100%

## What to improve
1. The test environment was set up 3 days late, which delayed integration
2. Requirement changes were not synced to the board in time

## Quantitative metrics
- Task completion rate: 94% (45/48)
- Average delivery cycle: 2.3 days
- Commits: 127

Knowledge Capture

Write the lessons from the retrospective into the project AGENTS.md so the next project picks them up automatically

LanMate writes the reusable lessons into the project root’s AGENTS.md, which later sessions load automatically.

Expert Room Deliberation

For a complex project, pull several experts into a room for a deep retrospective:

Create a retrospective room with the project management expert, the frontend engineer, and the DevOps expert

The experts speak in turn and end with a combined retrospective opinion.