Fast, reliable code indexing and retrieval — contextual hybrid search, adaptive planning, call-graph expansion, LLM synthesis
AI-driven, self-healing web scraping: pluggable render backends + LLM-proposed extraction candidates validated and judged against real page content, never hand-rolled per-site parsers
LangChain-native AI model factories with capability metadata, circuit breakers, and usage tracking for the 3tears platform
Procedural memory for LLM agents -- skill definitions + invocation history
Memory system for LLM agents -- extraction, retrieval, hybrid search, and MMR reranking
