The Agent Skills Directory

Local Data Storage: The skill references the use of local database files located at ~/.copilot/learnings.db and .copilot-memory/learnings.db. These paths are used to store tool patterns and project-specific conventions, serving as a persistent memory layer for the agent.
Hook-Based Observation: It suggests installing hooks within the .github/hooks/ directory. This is a common practice in developer workflows to automate tasks—in this case, observing tool outcomes to identify and correct recurring failures.
Learning from Feedback: The skill processes tool outcome data and user corrections via SQL-like operations. This capability allows the agent to refine its behavior based on historical performance, which is the primary intended use-case for this learning infrastructure.

continual-learning