AI Agent Memory Architecture That Actually Works
Hybrid BM25+vector retrieval, skills as markdown, drift detection. Five March 2026 papers validate the same architecture built from production failures.
AI & TechnologyWriting
Thoughts on design, development, AI infrastructure, and building products.
Deploy and Defend: The Agent Trust Paradox
Every major institution is racing to deploy AI agents and building walls against them simultaneously. 1 in 8 enterprise AI breaches now involve agents.
AI & TechnologyMidjourney V8 Killed Your V7 Workflow: What Actually Changed
V8 isn't a better V7. It's a different creative loop: personalization over prompting, native 2K, conversation mode, and a cost model that punishes the old workflow.
AI & TechnologyEvery Iteration Makes Your Code Less Secure
43.7% of LLM iteration chains introduce more vulnerabilities than baseline. Adding SAST scanners makes it worse. SCAFFOLD-CEGIS cuts degradation to 2.1%.
AI & TechnologyHow to Set Up Claude Code CLI: 5-Minute Quickstart
Install Claude Code, configure your first project, and run your first agentic coding session in under 5 minutes. Covers CLAUDE.md, permissions, and hooks.
AI DevelopmentClaude Code Hooks Tutorial: 5 Production Hooks From Scratch
Build 5 production Claude Code hooks from scratch with full JSON configs: auto-formatting, security gates, test runners, notifications, and quality checks.
AI DevelopmentCodex CLI vs Claude Code in 2026: Architecture Deep Dive
Kernel-level sandboxing vs application-layer hooks, AGENTS.md vs CLAUDE.md, cloud tasks vs subagents. A technical comparison with clear decision criteria.
AI DevelopmentYour Agent Sandbox Is a Suggestion
An attacker opened a GitHub issue and shipped malware in Cline's next release. Agent sandboxes fail at three levels. Here is what actually works.
AI & TechnologyThe Session Is the Commit Message
Git captures what changed. Agent sessions capture why. When agents write code, the session transcript is the real design document — and we discard it.
AI & TechnologyThe Invisible Agent: Why You Can't Govern What You Can't See
Anthropic silently dropped a 10GB VM on users' Macs. Agent observability requires three layers: resource metering, policy enforcement, and runtime auditing.
AI & TechnologySilent Egress: The Attack Surface You Didn't Build
A malicious web page injected instructions into URL metadata. The agent fetched it, read the poison, and exfiltrated the API key. No error. No log.
AI & TechnologyBuilding a Hybrid Retriever for 16,894 Obsidian Files
49,746 chunks, 83 MB, zero API calls. How BM25 + vector search + RRF fusion in one SQLite file turns 16,894 Obsidian files into a queryable knowledge base.
AI EngineeringExternal 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.