Static Skills Are Dead Skills
Agent skills decay the minute nobody watches the trajectories. A new paper on cross-user skill evolution frames the problem and the fix.
AI & TechnologyWriting
Thoughts on design, development, AI infrastructure, and building products.
Your Agent Has Memory You Didn't Write
ACL 2026 paper measures LLM memory that existing evals miss: unconscious behavioral adaptation. Top models score under 66%. The asymmetry matters.
AI & TechnologyYour Agent Has a Middleman You Didn't Vet
Researchers tested 28 LLM API routers. 17 touched AWS canary credentials. One drained ETH from a private key. The router layer is the new attack surface.
AI & TechnologyMCP Servers Are the New Attack Surface
50 MCP vulnerabilities, 30 CVEs in 60 days, 13 critical. Tool-use protocols are the attack surface nobody is auditing — here's the taxonomy and the fixes.
AI & TechnologyProject Glasswing: When a Model Finds Too Many Bugs
Project Glasswing shows Anthropic restricting Claude Mythos after it found thousands of zero-days. What the rollout means for AI-assisted security.
AI & TechnologyWhen Your Agent Finds a Vulnerability
An Anthropic researcher found a 23-year-old Linux kernel vulnerability using Claude Code and a 10-line bash script. 22 Firefox CVEs followed.
AI & TechnologyWhat the Claude Code Source Leak Reveals
11 findings from the Claude Code source leak: how auto mode, bash security, prompt caching, and multi-agent coordination actually work.
AI & TechnologyDesign Philosophy: Paula Scher — Serious, Not Solemn
Paula Scher sketched the Citibank logo in seconds on a napkin. It took her 34 years to learn how to draw it that fast. Speed is mastery, not carelessness.
Design & CultureDesign Philosophy: Matthew Carter, Type Hides Its Methods
Matthew Carter cut metal punches, then made Georgia and Verdana, the typefaces that taught screens to read. The constraint is the design.
Design & CultureDesign Philosophy: Florence Knoll — I Am Not a Decorator
Florence Knoll invented the modern office by treating interiors as architecture, not decoration. Her Planning Unit changed how corporations think about space.
Design & CultureDesign Philosophy: Frank Lloyd Wright, Of the Hill, Not On It
Frank Lloyd Wright destroyed the box and built Fallingwater over a waterfall. His principle: a building should grow from its site like a plant.
Design & CultureDesign Philosophy: Pharrell Williams — Wealth Is of the Mind
Pharrell Williams built Billionaire Boys Club, Humanrace, and a Louis Vuitton creative directorship by treating design as curation, not fabrication.
Design & CultureExternal 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.