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Articles and field notes on AI systems, governance, decisions, architecture, compliance automation, and production AI. Practical writing from enterprise implementation experience.

Where Should Your Company Use AI? A Decision Framework

A practical framework for identifying AI opportunities worth pursuing, separating business problems from technology ideas, and deciding what should remain human before committing to production.

·21 min·AI use case discovery
AI use case discovery

Claude Code MCP "Failed to Connect": Fix stdio, ENOENT, Timeout

Claude Code MCP server failed to connect? The error is a status, not a root cause. Diagnose pending approval, ENOENT, stdio startup, stdout corruption, timeouts, the 2026-07-28 protocol change, remote gateway failures, and secure database access boundaries in order.

Low-Latency AI Voice Pipelines with Modal, FastAPI, Postgres

modal fastapi voice agent · realtime ai reasoning pipeline
modal fastapi voice agent

FastAPI WebSocket 1006 in LLM Streaming: Why and How to Fix

FastAPI WebSocket closing with code 1006 during slow LLM generation? The problem is rarely a single timeout. Diagnose event-loop blocking, Uvicorn ping settings, proxy idle limits, and keepalive architecture correctly.

9 min read

vLLM CUDA OOM at Startup? Two Bugs, Two Opposite Fixes

vLLM CUDA out of memory

Texas HB 149 vs the EU AI Act: What Engineers Must Build

Texas HB 149 and the EU AI Act are structurally different laws that create surprisingly similar engineering problems: AI inventory, CI/CD gates, evidence generation, and drift monitoring.

·22 min·Texas AI law HB 149 compliance

Why Production Debugging Made Me Choose Devin

How production debugging with HAIEC, Kestrel Voice, and llmverify changed my evaluation of AI coding agents, and why I chose Devin for delegated engineering work over Cursor, Claude Code, and GitHub Copilot.

AI coding agents

Is Your AI Pilot Production-Ready? 12 Checks Before You Ship

AI production readiness · AI pilot readiness checks

How to Recover a Stalled AI Pilot in 30 Days

The demo impressed everyone; six months later nothing has shipped. A structured 30-day plan to diagnose and recover a stalled AI pilot.

AI pilot recovery

How to Implement Immutable Audit Trails for SOC 2 AI Compliance

Every SOC 2 audit asks you to prove your records were never altered. How to implement immutable audit trails for AI systems that hold up under scrutiny.

6 min read

Is AI-Generated Frontend Code Hurting Your SEO?

·13 min·SEO risk AI-assisted development
SEO risk AI-assisted development

How to Build a Logging Pipeline That Meets EU AI Act Article 12

A regulator asks how your AI reached a decision six months ago. Can your logs answer? How to build an Article 12-compliant logging pipeline that holds up under audit.

What Is llms.txt? Why Every AI-Ready Website Should Publish It

A builder's case for llms.txt, llms-full.txt, and the emerging agentic web with evidence, implementation templates, and a real retrieval case study.

what is llms.txt · llms.txt
what is llms.txt

HIPAA Compliant AI for New York Healthcare: 2026 Guide

Learn essential requirements for HIPAA compliant AI in New York healthcare. Ensure your AI systems safeguard patient information effectively.

Legal Document Automation for New York Law Firms in 2026

legal document automation

HAIEC: A Modular AI Governance Framework Explained

A modular AI governance platform built for EU AI Act, NIST AI RMF, and ISO 42001 compliance. Four core modules: Compliance Engine, Red Audit Kit, Precision Drift Detection, and LegacyShift.

·5 min·AI governance
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