ace-context-engineering

Synthesize Reflector insights into structured delta proposals for playbook updates, following ACE paper's Curator architecture

Generate Python code to solve AppWorld agent tasks using playbook bullet guidance. Use when the AppWorld executor needs executable Python code for tasks involving Spotify, Venmo, Gmail, Calendar, Contacts, or other AppWorld APIs.

Analyze AppWorld task failures to extract specific API patterns and generate actionable playbook bullets with concrete code examples