Migrating a Clinical Abstraction Workflow Onto Claude
Move an existing clinical-abstraction workflow onto a Claude agent safely with shadow mode, phased autonomy, and fast rollback in 2026.
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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Building an Eval Loop for Claude Abstraction Agents
Build gold sets, field-level metrics, LLM judges, and a CI gate to measure and ship Claude clinical-abstraction agents safely in 2026.
8 min read
Security Hardening for Claude Clinical Abstraction Agents
Sandbox, least privilege, secrets handling, and prompt-injection defense for Claude agents that abstract PHI from clinical charts in 2026.
8 min read
Cutting Token Cost in Claude Clinical Abstraction Runs
Use prompt caching, batching, and context pruning to keep Claude clinical-abstraction agents fast and cheap at registry scale in 2026.
8 min read
Debugging Claude Clinical Abstraction Agents That Fail
Fix the loops, wrong tool calls, and hallucinated arguments that break Claude clinical-abstraction agents — with concrete 2026 debugging tactics.
9 min read
Context Design for Claude Clinical Abstraction Agents
Context engineering for Claude clinical abstraction: what to include, what to leave out, how to shape it for attribution, and why bigger windows don't change the rule.
7 min read
Wiring MCP Servers Into a Claude Abstraction Agent
Connect Claude's clinical abstraction agent to real systems via MCP: scoped auth, strict schemas, actionable errors, and idempotent writes that survive retries.
7 min read
Claude Prompt Patterns for Clinical Abstraction Agents
Reusable Claude patterns for clinical abstraction agents: role-rules prompts, evidence-first schemas, Skills as rulebooks, focused tools, and context budgeting.
7 min read
Build a Claude Clinical Abstractor: Step-by-Step Guide
An engineer's walkthrough to build a Claude agent that abstracts source-attributed clinical data: schema, parsing, tool calls, quote verification, and evals.
7 min read