Posts
All the articles I've posted.
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What Eighteen Years of Platform Builds Taught Me About AI Hype
After eighteen years of watching big data, mobile, microservices, cloud, and now AI agents arrive on the same script, here is how I separate the durable capability from the narrative.
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Building GenAI for Regulated Industries Without Getting Fired
Two ways to fail when you ship GenAI into a regulated business: never ship at all, or ship something nobody can audit. The narrow path between them, from building this in financial services and industrial operations.
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MCP a Year In: What Held Up, What Didn't
Sixteen months of building production systems on the Model Context Protocol. The interoperability bet paid off. Auth, versioning, and the demo-to-production gap are still where teams bleed.
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Fine-Tuning Small Models in 2026: A Practical Pipeline
An end-to-end pipeline for fine-tuning a small model in 2026: distill the data, train adapters, hold an eval bar, ship behind a canary, and watch for the drift that quietly eats your accuracy.