Two pieces previously disconnected: ChatGPT subscriptions hold gpt-image-2 quota agents could not reach over OAuth, and a 3,000+ prompt corpus from X creators sat scattered. Stitched into one workflow: the agent searches the corpus → refactors a template → generates via subscription quota, with zero API key cost.
Document registry + bidirectional wikilinks + hybrid search (FTS + vector) + cross-store fan-out. Turns the filesystem into a structured knowledge base with async enrichment.
Keep 40 tools inline, defer the rest via BM25 — smart tool management when MCP tool count exceeds the threshold.
Deep dive into Knowledge Graph architecture: entity extraction, hybrid search, 3D force-directed visualization, and 10 performance optimizations.
Centralized credential management for multi-tenant AI gateway. Pool-based routing, auto-rotation, health scoring and rate limit awareness.
Smart turn-yielding mechanism in group chats. Agents automatically recognize when to stay silent and let another agent respond.