Percival-Labs Reflect
Extracts actionable learnings from work sessions and persists them for future reference. Learnings are stored in MEMORY/LEARNING/learnings.jsonl (one JSON object per line, append-only).
The goal is not to summarize what happened, but to capture transferable knowledge -- patterns, solutions, and mistakes that will be useful in future sessions.
Workflow Routing
| Intent | Workflow | When to use |
|---|---|---|
| Extract session learnings | ExtractLearnings | End of session or after significant work: "what did I learn", "reflect on this session", "capture learnings" |
Examples
Example 1: End-of-session reflection
User: "Let's reflect on what we accomplished today"
Routes to: ExtractLearnings -- reviews conversation history, identifies problems solved and patterns discovered, rates actionability, appends to learnings.jsonl.
Example 2: Post-debugging capture
User: "That was a tricky bug. Extract the lessons from that debugging session."
Routes to: ExtractLearnings -- focuses on the debugging sequence, captures what worked, what was a dead end, and the root cause pattern for future recognition.