Insights & Essays.
Field notes for CTOs and principal engineers: what shipped, what failed, and how to staff the next AI program. Depth first — no vendor recap.
Ai Engineering
Claude Code Hooks Deep Dive: PreToolUse, PostEdit, and PreCompact for Zero-Drift Agentic Codebases
Unlock the full power of Claude Code hooks. Master PreToolUse security interceptors (exit code 2), PostEdit automated linting/testing, and zero-token PreCompact context backups to eliminate AI hallucination drift.
Open-Source AI Robotics 2026: NVIDIA Isaac GR00T 1.7, Hugging Face LeRobot, and the Engineer's Entry Point
The definitive guide to open-source physical AI in 2026. Explore how NVIDIA Isaac GR00T 1.7 and Hugging Face LeRobot allow software engineers to build, simulate, and deploy humanoid robotics using PyTorch and ROS 2.
Frontier Model Economics 2026: Navigating the 5-Model Explosion for CFOs and CTOs
The definitive 2026 executive guide to frontier LLM economics. Compare token pricing across GPT-5.6 Sol/Terra/Luna, Claude Fable 5, and Grok 4.5, master multi-model FinOps routing, and optimize multi-step agent token budgets.
Beyond Copy-Paste: Designing Test-Driven Loops with Claude and Cursor for Zero-Regression Codebases
Master AI-powered Test-Driven Development (AI-TDD). Learn how to design automated Red-Green-Refactor feedback loops with Claude Code and Cursor to eliminate AI hallucinations and guarantee zero-regression codebases.
Scaling pgvector and Qdrant: Hierarchical Partitioning and Hybrid Metadata Search
Architectural blueprint for scaling vector search to billions of embeddings. Compare pgvector declarative HNSW partitioning in PostgreSQL 17 against Qdrant distributed cluster topologies and SIMD-accelerated hybrid metadata search.
Spec-Driven Development with Kiro: Build Production Features from requirements.md, Not Prompts
Master Spec-Driven Development (SDD) with AWS Kiro. Discover how requirements.md (EARS syntax), design.md, and tasks.md eliminate prompt drift and turn code into a deterministic build artifact.
External Standards & Publications
Our engineering publications follow industry standards for software architecture and agentic AI systems. Read more about technical specifications at the IEEE Standards Association and general web engineering principles at the World Wide Web Consortium (W3C).