Channel 02

Clinical AI

Clinical AI architecture, judgment, governance, and the workflows that make model output useful.

Controlled Topics

  • AI agents
  • clinical judgment
  • human checkpoints
  • local models
  • observability

Selected Articles

Begin with the load-bearing arguments.

These articles establish the channel. Publication order does not determine their importance.

Dr. Chukwuma Onyeije surrounded by a clinical AI verification workflow showing grounded facts and fabricated outputs
AI in Medicine Featured

The Anatomy of a Medical AI Hallucination

Medical AI hallucinations become dangerous when plausible invention enters a clinical workflow. A physician-developer's guide to grounding, verification, harnesses, and human accountability.

· 14 min read
medical-aiai hallucinationsclinical-ai
Dr. Chukwuma Onyeije supervising DeepSeek Harness across a multi-monitor physician-developer workspace
AI in Medicine Featured

Physicians Need to Learn the Harness, Not Just the Model

DeepSeek Harness shows why physicians must understand the context, tools, permissions, logs, and human checkpoints that turn an AI model into a working system.

· 11 min read
ai-agentsagent-harnessdeepseek-harness
Physician-developer reviewing three parallel agent workflows on screens representing clinical documentation, content publishing, and daily training readiness
AI in Medicine Featured

You Are Still Prompting. You Should Be Building Agents.

Prompting has a ceiling. Once you hit it, you are coordinating every step manually while the AI handles individual tasks. Here is the framework and three live workflows I use to cross that line.

· 11 min read
ai-agentsprompt-engineeringphysician-developer
Dark terminal screen showing timestamped biometric log entries with the text LOGS BEFORE INTELLIGENCE centered in the foreground
Clinical + Code

Logs Before Intelligence: Why Data Discipline Must Precede AI Insight

Before you build any AI feature, you must first build the log. The principle every physician-developer needs to internalize before writing a single line of intelligence code.

· 8 min read
ai-in-medicineclinical-data-architecturedata-discipline

Guided Course

Learn the subject in sequence.

Applied Project

Make the subject operational.