Migrating a Workflow to Grounded Claude Answers Safely
Move an existing workflow onto citation-grounded Claude safely: corpus prep, shadow mode, incremental traffic shifting, and one-flag rollback.
8 min read
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Testing and Evals for Grounded Claude: Gate Releases
Build an eval loop for grounded Claude: faithfulness and citation metrics, a hand-labeled set, an LLM judge, and a CI gate that blocks regressions.
8 min read
Security Hardening for Grounded Claude Agents
Defend grounded Claude agents from prompt injection: sandboxing, least-privilege tools, secret indirection, and citations as a security layer.
8 min read
Token Cost and Speed for Grounded Claude: Caching
Cut cost on citation-grounded Claude: prompt caching, the Batches API, chunk budgeting, and per-stage model selection across Claude 4.x.
8 min read
Debugging Citation-Grounded Claude Agents: Failure Modes
Debug grounded Claude agents: hallucinated citations, retrieval loops, wrong tool calls, and unsupported spans — with a copy-paste verification gate.
9 min read
Prompt and Context Design for Grounded Claude Answers
What to include and exclude in Claude's context when grounding answers with citations — curation, ordering, contracts, and caching that improve provenance.
7 min read
Wiring MCP Tools Into Grounded Claude Answers
Connect MCP servers as evidence for cited Claude answers: auth at the boundary, strict schemas, three-state errors, and idempotent reads.
8 min read
Reusable Patterns for Grounding Claude With Citations
Code-level patterns for grounding Claude answers: a provenance type, titled document blocks, no-answer contracts, and separated verification calls.
7 min read
Build a Cited Claude RAG App: Step-by-Step Guide
A copy-pasteable guide to wiring Claude's Citations API into a retrieval app: request shape, response parsing, span mapping, and verification.
7 min read
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