Agentic AI 5 min read
Stop Iterating Prompts. Start Engineering Harnesses.
Most agentic AI work is prompt accretion, not engineering. The harness-engineering discipline — from Lin et al.'s 2026 paper — that fixes the substrate.
Writing
Notes from production AI/ML systems — written for the people who ship them.
Deep-dive essays on agentic AI, multi-agent orchestration, ML engineering at scale, and what senior technical leadership actually looks like day-to-day.
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Case Study 8 min read
PACCA v2.3: Adopting Agentic Harness Engineering for Healthcare AI
A six-phase methodology, adapted from Lin et al.'s AHE paper, brings file-level discipline to a production clinical decision support system. Iter-0 of a public iteration cycle.