Localized reading guide
continual-learningPurpose, usage and source
Guide for implementing continual learning in AI coding agents — hooks, memory scoping, reflection patterns. Use when setting up learning infrastructure for agents.
Source retrieved:
- Source repository
- microsoft/skills
- SKILL.md
.github/skills/continual-learning/SKILL.md- Repository stars
- 3,157
- Repository updated
- 2026-10-31
- Categories
- Development
- Last collected
License: MIT
Workflow excerpts are reading aids, not executable instructions from Codez. No third-party Skill was run to produce this page.
The purpose and workflow passages below are upstream material, organized and translated for reading. They are distinct from the separately labeled Codez editorial analysis.
What this Skill does
Guide for implementing continual learning in AI coding agents — hooks, memory scoping, reflection patterns. Use when setting up learning infrastructure for agents.
How the upstream workflow works
Quick Start
Install the hook (one step): Auto-initializes on first session. No config needed.
Upstream passage · L18 ↗Continual Learning for AI Coding Agents
Your agent forgets everything between sessions. Continual learning fixes that.
Upstream passage · L6 ↗Two-Tier Memory
Global (~/.copilot/learnings.db) — follows you across all projects: Tool patterns (which tools fail, which work)
Experience → Capture → Reflect → Persist → Apply
↑ │
└───────────────────────────────────────┘Requirements and setup
No short requirements passage was selected from this file. This does not mean the Skill has no dependencies. Check the repository setup instructions and referenced files.
Limits and quality checks
No separate limits passage was selected from this file. This does not mean the Skill is safe for every input or environment. Review the complete source and validate your own result.
Start with a safe trial
- Check the supported host and the repository installation instructions. Keep the Skill directory and its referenced scripts, assets and documentation together; SKILL.md alone may omit dependencies.
- Give the agent your real input, desired output and acceptance criteria. Invocation syntax and available tools depend on the host; this site does not assume a universal install command.
- Try the source workflow in a disposable project or on a copy. Review operations that change files, remote services or billable resources before allowing them.
- Validate the output against the source quality checks and your own requirements. A successful trigger or a high repository Star count does not establish a correct result.
Read further in the source
Related Skills
Translation and scope
This reading guide selects passages from the pinned upstream SKILL.md. Translation is assisted. It is not a complete manual or a claim of tested compatibility. Read the original and its referenced files before use.
This introduction refers to the pinned version below; current repository activity and collection time are shown separately.
- Pinned source
- Read the original ↗
- Source retrieved
- Source commit
00d66a64919edca5bca2c673373444e36a4b5461- Source SHA-256
c918bfc5a79fb08641f1a6ccb7529685b5ec438453edf96e96b4290871602a40