Posts
All the articles I've posted.
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Agent-Ready Websites: The 5-Layer Implementation Stack
Your website serves two audiences now: humans reading HTML and agents calling tools. Measure agent readiness across five layers and learn what to ship first.
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AI SDLC Governance: Three Layers for Engineering Leaders
• UpdatedA three-layer governance stack (comprehension, review gate, and observability) gives engineering leaders measurable control over AI-generated code volume.
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How Does Context Engineering Drive Multi-Agent Reliability?
• UpdatedContext engineering turns AI context into infrastructure, preventing the accumulation, starvation, and leakage failures that undermine multi-agent reliability.
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Open-Weight LLMs Reach the Structured Output Quality Ceiling
• UpdatedOpen-weight models now match closed-source on structured output at 95x lower cost. Pre-registered blind eval, 30 samples, zero quality delta.
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AI Approval Gates: Engineering Oversight at Machine Speed
• UpdatedAI approval gates: reversibility-tiered human-in-the-loop design with four health metrics that prevent reviewer atrophy at machine speed.
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AI Adoption in Engineering: Breaking the 50% Plateau
• UpdatedPurpose-built AI tooling cuts per-task cost 21-68%. Three-cohort model and four-phase operating framework for engineering leaders past the 50% adoption plateau.