designing hybrid context layers
by loreto
Architects the right retrieval strategy for every query — teaching your agent when to use RAG, a knowledge graph, or a temporal index instead of defaulting to vector search for everything.
New: UPI payments are live. Buyers in India can now pay for skills with UPI in INR -> Browse skills
THE AGENSI STORE
4 skills found
by loreto
Architects the right retrieval strategy for every query — teaching your agent when to use RAG, a knowledge graph, or a temporal index instead of defaulting to vector search for everything.
by Roy Yuen
Design, debug, and optimize production RAG systems with expert architecture, hybrid search, and grounding strategies.
Produces a RAG system design, retrieval failure diagnosis, or institutional-memory schema — architecture decisions, hybrid search strategy, and a readiness checklist. Use when the user says "design our RAG system", "debug our retrieval accuracy", "fix RAG hallucinations", "choose a vector database", or "build an institutional memory schema". Do not use when the request is fine-tuning the base LLM itself.