What 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 & TechnologyWriting
Thoughts on design, development, AI infrastructure, and building products.
The 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 EngineeringThe 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 & TechnologyAnatomy of a Claw: 84 Hooks as an Orchestration Layer
Karpathy identified 'Claws' as a new architectural layer. Here is what 84 hooks, 43 skills, and 19 agents look like as a production orchestration system.
AI & TechnologySelf-Governing Agents: Runtime Constitutions
Training-phase alignment fails at runtime. Six papers converge on embedded constitutions for agent governance. Three of four subsystems already existed.
AI & TechnologyTopology of a Second Brain: What 15,000 Signals Look Like in Embedding Space
15,800 notes in embedding space reveal three knowledge topologies. Each has different failure modes practitioners can diagnose and reshape.
AI & TechnologyThe Forgetting Agent: Why Multi-Turn Conversations Collapse
LLMs degrade 39% in multi-turn use across 200K conversations. Three mechanisms drive the collapse, and longer context windows fix none of them.
AI & TechnologyYour Agent Writes Faster Than You Can Read
Five research groups published about the same problem this week: AI agents produce code faster than developers can understand it. The debt is in your head.
AI & TechnologyGLSL for Builders: A Shader Lab You Can Actually Use
A practical GLSL playground with live controls for learning shader intuition fast. Presets, uniform manipulation, and zero-framework WebGL in the browser.
Interactive ExplorationsSignal Scoring Pipeline: Deterministic Knowledge Triage
A 733-line Python pipeline that scores notes across four dimensions and routes 7,700+ items deterministically. The algorithm, weights, and honest results.
Engineering PracticeMetacognitive AI: Teaching Your Agent Self-Evaluation
Most agent instructions define behavior. The missing layer teaches self-evaluation. False evidence gates, seven named failure modes, and hedging detection.
AI & TechnologyContext Engineering Is Architecture: 650 Files Later
Context engineering for AI agents across a 650-file, seven-layer hierarchy. Three production failures, real token budgets, and the system that survived.
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.