What I Run Before I Sleep: 15,000 Pages Every Night
Every night: 15,000 pages checked, TTFB measured, cache verified, sitemaps crawled. The goodnight routine is where operational discipline lives.
AI & TechnologyWriting
Thoughts on design, development, AI infrastructure, and building products.
Overnight: Why My Site Is Busier at 3am Than at 3pm
Googlebot crawls 21,000 pages overnight, Bingbot crawls 10,000, and my nightcheck grinds through 15,000. Bot traffic exceeds all human visitors combined.
AI & TechnologyThe Handoff Document: Agent Memory Across Sessions
A diagnosis survived three corrections over four days and guided a fix that cut page load from 14s to 108ms. Handoffs carry context agents cannot.
AI & TechnologyThe Agent Didn't Get Smarter — The Project Did
The model is the same between session 1 and session 500. The project changed. This reframes the entire AI productivity conversation.
AI & TechnologyTaste Is Infrastructure: Encoding Aesthetic Judgment for AI
Agents have capability without opinion. The quality ceiling depends on how well you encode aesthetic judgment into hooks, gates, and constraints.
AI & TechnologyQuality Is the Only Variable When AI Agents Build
Time, cost, resources, and effort are not constraints. The question is what's right, not what's efficient. A philosophy for building with AI agents.
AI & TechnologyThe Evidence Gate: Proof Over Plausibility in AI Output
\"I believe\" and \"it should\" are not evidence. Every agent completion report needs a file path, test output, or specific code before marking work done.
AI & TechnologyCompound Context: Why AI Projects Improve Over Time
Every problem you solve with an AI agent deposits context that the next session withdraws with interest. This is context compounding.
AI & TechnologyAI Agent Research: Claude Beat 33 Attack Methods
Claude Code autonomously discovered adversarial attacks with 100% success rate against Meta's SecAlign-70B, beating all 33 published methods in 96 iterations.
AI & TechnologyAI Supply Chain Attacks: The Supply Chain Is the Surface
Trivy got compromised via tag hijacking, then LiteLLM on PyPI, then 47,000 installs in 46 minutes. The AI supply chain worked exactly as designed.
AI & TechnologyAI Agent Memory Architecture That Actually Works
Hybrid BM25+vector retrieval, skills as markdown, drift detection. Five March 2026 papers validate the same architecture built from production failures.
AI & TechnologyAI Agent Security: The Deploy-and-Defend Trust Paradox
1 in 8 enterprise AI breaches involve autonomous agents. Runtime hooks, OS-level sandboxes, and drift detection break the deploy-and-defend cycle.
AI & TechnologyExternal Publications
Technical writing at Introl
Local LLM Hardware Pricing Guide 2025
Comprehensive hardware recommendations and cost analysis for running large language models locally.
H100 vs. H200 vs. B200: Choosing the Right NVIDIA GPUs for Your AI Workload
GPU selection guide comparing NVIDIA's latest datacenter accelerators for different AI workloads.
TPU Architecture: Complete Guide to Google's 7 Generations
Deep technical dive into Google's Tensor Processing Unit evolution from TPUv1 to TPUv5.
GPU Memory Pooling in Multi-Tenant Kubernetes
Resource sharing strategies for GPU clusters in containerized environments.
Ray Clusters: Distributed AI Computing Infrastructure
Guide to building and managing distributed AI computing with Ray framework.
DeepSeek V3 Open Source AI Cost Advantage
Analysis of open source LLM economics and DeepSeek's competitive positioning.
NVIDIA Vera Rubin GPU 600kW Racks 2027
Future datacenter power requirements and NVIDIA's next-generation GPU roadmap.
SMR Nuclear Power for AI Data Centers
Small modular reactor solutions for powering next-generation AI infrastructure.
DeepSeek MHC Architecture Breakthrough
Technical analysis of DeepSeek's Multi-Head Compression architecture innovations.