Midjourney V8 Prompting: What Changed from V7
Midjourney V8 prompting: personalization-first workflows and what V8.1 Alpha changed — default HD, image prompts back, stable srefs, V7-spirited aesthetic.
AI & TechnologyWriting
Thoughts on design, development, AI infrastructure, and building products.
Every 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 & TechnologyYour 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 & TechnologyAI Agent Observability: Monitoring What You Can't See
AI agents consume disk, CPU, and network with zero operator visibility. Three observability layers close the gap before damage is irreversible.
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 & 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 CLI Thesis
Three top HN Claude Code threads converge on one conclusion: CLI-first architecture is cheaper, faster, and more composable than IDE agent workflows.
AI & TechnologyThe Protege Pattern
A 7B model with sparse expert access matches agents 50x its size. Route routine work to small models and judgment calls to frontier models.
AI & TechnologyContext Is the New Memory
Context engineering is the highest-impact skill in agent development. Three compression layers turn a 200K token window from liability into advantage.
AI & TechnologyClaude Code as Infrastructure
Claude Code is not an IDE feature. It is infrastructure. 84 hooks, 48 skills, 19 agents, and 15,000 lines of orchestration prove the point.
AI & TechnologyWhat 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 & TechnologyAnatomy of a Claw: 84 Hooks as an Orchestration Layer
What 84 hooks, 43 skills, and 19 agents look like as a production agent orchestration layer. Three patterns that transfer to any agent harness.
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.