AI Agent Memory Degradation: Why Multi-Turn LLMs Collapse
LLMs lose 39% accuracy across 200K+ multi-turn sessions. Three mechanisms drive collapse and longer context windows fix none of them.
AI & TechnologyWriting
Thoughts on design, development, AI infrastructure, and building products.
Topologies of Thought: Obsidian in Embedding Space
15,800 Obsidian notes in embedding space reveal three knowledge topologies. Each has failure modes you can diagnose and reshape with bridge notes.
AI & TechnologyRuntime Constitutions for AI Agents: A Governance Framework
Runtime constitutions enforce AI agent governance where training-phase alignment fails. Competence checks, output gates, and four subsystems keep agents safe.
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 ExplorationsBoids to Agents: Flocking Rules for AI Systems
Craig Reynolds' 1986 boids algorithm produces flocking from three local rules. The same principles and failure modes appear in multi-agent AI systems.
Interactive ExplorationsMetacognitive 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 & TechnologyThe No-Build Manifesto: Shipping Without a Bundler
FastAPI + HTMX + plain CSS with zero build tools and perfect Lighthouse scores. Real production numbers, honest tradeoffs, and a clear decision framework.
Engineering PracticeContext 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 & TechnologySignal 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 PracticeNothing is Structural
Negative space is infrastructure, not absence. How emptiness, silence, and whitespace create structure in physics, music, information theory, and design.
Design & UXMulti-Agent Deliberation: When Agreement Is the Bug
Multi-agent deliberation catches failures that single-agent systems miss. Here is the architecture, the dead ends, and what is actually worth building.
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.