When to use Contextual Retrieval (and when not to) in RAG
Honest trade-offs for Contextual Retrieval in RAG: when it beats long-context, hybrid search, or agentic search with Claude, and how to decide fast.
8 min read
Agentic AI & LLMs
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Agentic AI & LLMs
Agentic AI, LLM engineering, and the models behind modern automation — multi-agent systems, LLM evaluation and comparisons, RAG, fine-tuning, AI infrastructure, security, and production AI engineering.
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Governance for Contextual Retrieval: trust and safety in RAG
Guardrails leaders need before scaling Contextual Retrieval: retrieval-time access control, provenance, safe failure modes, and audit logging with Claude.
8 min read
Adopting Contextual Retrieval: change management for RAG teams
The habits, ownership models, and review norms that make Contextual Retrieval stick on real engineering teams building agentic RAG with Claude.
8 min read
Contextual Retrieval ROI: where RAG cost savings come from
A whole-loop cost model for Contextual Retrieval in agentic RAG with Claude: where savings come from, what to instrument, and how fast it pays back.
8 min read
Migrate Your RAG Workflow to Contextual Retrieval
A staged playbook to move an existing Claude RAG workflow onto contextual retrieval: shadow indexing, eval gates, canary rollout, and instant rollback.
8 min read
Evals for Contextual Retrieval RAG on Claude
Build an eval loop for contextual-retrieval Claude agents: recall and precision at k, a calibrated LLM judge, and CI gates that block quality regressions.
9 min read
Securing Contextual Retrieval RAG Agents on Claude
Harden Claude RAG agents against prompt injection and data leaks with sandboxing, least privilege, server-side secrets, and approval gates.
9 min read
Cut Token Cost in Contextual Retrieval Claude Agents
Keep contextual-retrieval RAG cheap and fast on Claude: prompt caching, the Batch API, reranking, and context budgets — with a clear cost decision table.
8 min read
Debugging Contextual Retrieval RAG in Claude Agents
Fix the top failure modes in contextual-retrieval Claude agents: retrieval loops, wrong tool calls, and hallucinated arguments — with traces and fixes.
10 min read