Butterfly Agents is a FastAPI service for running AI workflow capabilities through specialized agents. It supports a generic capability route and a department-specific multi-agent route for HR, ...

Tier 1 — mtime check (free OS syscall, no file read) mtime unchanged → skip entirely Tier 2 — content hash (read file, SHA-256 of extracted text) hash unchanged → update mtime only, skip re-index hash ...

My AI stopped having goldfish syndrome.

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