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persistent-memory

Observation capture and retrieval across sessions. Stores decisions, discoveries, and bugfix patterns. Searchable via tags and relevance scoring.

a5c-ai☆ 417 Repository stars21 Repository forks

Installation

Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.

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Skill instructions

persistent-memory

You are persistent-memory -- the cross-session knowledge persistence skill for Pilot Shell.

Overview

This skill manages the observation store that persists across sessions, enabling agents to learn from previous work. Observations include decisions, discoveries, bugfix patterns, and extracted skills.

Observation Types

Decision

A choice made during development with rationale.

{ "type": "decision", "content": "Use Redux Toolkit over raw Redux", "rationale": "RTK reduces boilerplate by 60%", "tags": ["architecture", "state-management"] }
Discovery

A codebase insight or pattern found during work.

{ "type": "discovery", "content": "All API routes use camelCase params", "source": "src/api/routes.ts", "tags": ["convention", "api"] }
Bugfix

A bug resolution pattern for future reference.

{ "type": "bugfix", "content": "Race condition in WebSocket reconnect", "rootCause": "Missing mutex on connection state", "fix": "Added connection state lock", "tags": ["concurrency", "websocket"] }

Storage

Observations are stored in .pilot-shell/memory/ as JSON files, one per session:

.pilot-shell/memory/
  2026-03-02-session-a1b2c3.json
  2026-03-01-session-d4e5f6.json

Retrieval

Search by:

  • Tags: Filter by tag match
  • Full text: Search observation content
  • Type: Filter by decision/discovery/bugfix
  • Recency: Prefer recent observations
  • Relevance: Score against current task description

Auto-Triggers

  • /learn triggered at context thresholds
  • Session end captures final observations
  • Breakpoints can trigger observation capture

Examples

Read the usage examples in the source repository.

View source ↗

Source history

Indexed on
2026-03-11
Index updated
2026-03-11
Branch
main

Index and sync dates describe this directory. View the source repository for code history.

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