The Protege Pattern: Small Models That Know When to Ask
A 7B model with sparse expert access matches agents 50x its size. Route routine work to small models and judgment calls to frontier models.
AI & TechnologyWriting
Thoughts on design, development, AI infrastructure, and building products.
The CLI Thesis: Why Agent Architecture Beats IDE Plugins
Three top HN Claude Code threads converge on one conclusion: CLI-first architecture is cheaper, faster, and more composable than IDE agent workflows.
AI & TechnologyClaude Code vs Codex CLI: When to Use Which
Architecture, safety, and extensibility compared side-by-side. Includes a decision framework based on 36 blind duels and daily production use of both.
AI DevelopmentContext Is the New Memory
Context engineering is the highest-impact skill in agent development. Three compression layers turn a 200K token window from liability into advantage.
AI & TechnologyWhat Actually Breaks When You Run AI Agents Unsupervised
Seven named failure modes from 500+ autonomous agent sessions. Each has a detection signal, a real example, and a concrete fix. The taxonomy HN asked for.
AI EngineeringClaude Code as Infrastructure
Claude Code is not an IDE feature. It is infrastructure. 84 hooks, 48 skills, 19 agents, and 15,000 lines of orchestration prove the point.
AI & TechnologyAgent Deliberation: Thinking With Ten Brains
You cannot debias yourself by trying harder. 10 AI agents debating each other is a structural intervention for better decisions.
AI EngineeringThe Blind Judge: Scoring Claude Code vs Codex in 36 Duels
Claude Code vs Codex CLI, scored blind on 5 dimensions across 36 duels. The winner matters less than the synthesis combining both agents' strongest ideas.
AI EngineeringThe 10% Wall: Why AI Productivity Plateaus
121,000 developers surveyed, 92.6% using AI tools, productivity stuck at 10%. The wall is infrastructure, not intelligence. Three root causes and fixes.
AI EngineeringWhat I Told NIST About AI Agent Security
Production evidence submitted to NIST: AI agent threats are behavioral. 7 failure modes, 3-layer defense, and framework gaps from 60 daily sessions.
AI & TechnologyAnatomy of a Claw: 84 Hooks as an Orchestration Layer
What 84 hooks, 43 skills, and 19 agents look like as a production agent orchestration layer. Three patterns that transfer to any agent harness.
AI & TechnologyThe Fabrication Firewall: When Your Agent Publishes Lies
An autonomous agent published fabricated claims to 8 platforms over 72 hours. Training-phase safety failed at the publication boundary. Here is the fix.
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.