Taste 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 & TechnologyWriting
Thoughts on design, development, AI infrastructure, and building products.
The 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 & TechnologyMidjourney V8 Prompting: What Changed from V7
Midjourney V8 prompting: personalization-first workflows and what V8.1 Alpha changed. Default HD, image prompts back, stable srefs, V7-spirited aesthetic.
AI & TechnologyEvery Iteration Makes Your Code Less Secure
43.7% of LLM iteration chains introduce more vulnerabilities than baseline. Adding SAST scanners makes it worse. SCAFFOLD-CEGIS cuts degradation to 2.1%.
AI & TechnologyClaude Code CLI Setup 2026: 5-Minute Quickstart
Use official Anthropic docs for policy; use Blake's reference for npm install, CLAUDE.md, permissions, and first-session checks.
AI DevelopmentCodex CLI vs Claude Code 2026: Architecture, Pricing, and China Access
Codex CLI vs Claude Code in 2026: kernel sandboxing, hook governance, model context, pricing, China cloud access, and when to use each tool.
AI DevelopmentClaude Code Hooks Tutorial: 5 Production Hooks From Scratch
Build 5 production Claude Code hooks from scratch with full JSON configs: auto-formatting, security gates, test runners, notifications, and quality checks.
AI DevelopmentExternal 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.