ax-java-agent-memory-skills

Load agent memory and recall prior context in Java by using host-managed callbacks to restore context during an Ax agent run. This keeps recall logic centralized rather than scattered across global package state.

Dynamic skill discovery in Java agents works by loading skills on demand and recording which specific skills actually influenced a turn. Host-side callbacks manage the loaded-skill state and track usage throughout the run.

Yes, you need host-side callbacks to manage Ax Java agent memory because recall, memory search, and skill usage tracking are kept in host callbacks instead of generated-package global state. This ensures compatibility with the dev.axllm:ax API.

Yes, you can use this approach to restore context for Ax Java runtime profiles by loading memories or skill guides when context needs to be restored. It specifically targets agents that must remember prior context and report influences.

The best way to prevent scattered state logic when building Java agents with memory is to centralize recall, memory search, and skill usage tracking within host callbacks. This approach avoids relying on generated-package global state.