How to Measure a Claude Clinical Abstraction Agent
The metrics and signals that prove a Claude abstraction agent works — per-field agreement, override rate, grounding, calibration, and net time saved.
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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Claude Clinical Abstraction: A Full Use-Case Walkthrough
An end-to-end build of a Claude agent that abstracts oncology pathology reports — gold set, MCP, skills, eval gate, and human loop, step by step.
8 min read
Risk Management for Claude Clinical Abstraction Agents
Failure modes, blast radius, and containment patterns for Claude clinical-abstraction agents — how to catch quiet, confident errors before they spread.
7 min read
Hiring for Claude Clinical Abstraction: Skills That Matter
The real skills, roles, and learning paths teams need to make Claude reason like a clinical abstractor — and the talent gap most projects miss.
8 min read
Scaling Claude Abstraction From One Team to Many
Scale Claude as a clinical abstractor from one team to many with shared versioned skills, a common eval gate, and central routing and governance.
7 min read
When to Use Claude for Abstraction — and When Not To
Honest trade-offs on Claude as a clinical abstractor — where it wins over rules engines and humans, and when to choose something else.
6 min read
Guardrails Leadership Needs Before Scaling Claude Abstraction
The guardrails, audit trails, and accountability roles leadership needs before scaling Claude as a clinical abstractor safely.
7 min read
Team Adoption: Claude Abstraction Habits That Stick
Build the habits, roles, trust policies, and feedback rituals that make Claude reason like a clinical abstractor in daily team workflows.
7 min read
The ROI of Claude as a Clinical Abstractor: Cost Model
A concrete cost model for using Claude as a clinical abstractor — token math, model routing, prompt caching, and where the real savings come from.
7 min read