Cybersecurity Is Proof of Work: Who Spends More Tokens
At least five AI models have finished UK AISI's 32-step network attack range, one open-weight. What a run costs, and the case that defense is a spending race.
AI & TechnologyWriting
Thoughts on design, development, AI infrastructure, and building products.
Your Agent Has a Middleman You Didn't Vet
Researchers ran coding agents through 428 LLM API routers. Nine injected malicious tool calls, 17 used planted AWS keys, and one drained a wallet.
AI & TechnologyYour 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 & TechnologyStatic 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 & 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 & TechnologyEvery Hook Is a Scar: 84 Agent Failures Encoded in Code
84 hooks intercept 15 of the 26 lifecycle event types Claude Code exposes. Each one traces back to a specific production failure: wiped caches, leaked credentials, phantom tests.
AI & TechnologyThe Fork Bomb Saved Us
The LiteLLM attacker made one implementation mistake. That mistake was the only reason 47,000 installs got caught in 46 minutes.
AI & TechnologyThe Agent Didn't Get Smarter — The Project Did
The model is the same between session 1 and session 500. The project changed. This reframes the entire AI productivity conversation.
AI & TechnologyWhat I Run Before I Sleep: 15,000 Pages Every Night
Every night: 15,000 pages checked, TTFB measured, cache verified, sitemaps crawled. The goodnight routine is where operational discipline lives.
AI & TechnologyExternal Publications
Technical writing published 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.
