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.
Latest Articles
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.
Value Stream Mapping for Software Teams: Eliminating Invisible Wait Time
Discover how Value Stream Mapping (VSM) exposes invisible queue delays.
Node.js Native Test Suite: Migrating from Jest to Zero-Dependency Testing
Stop wasting CI/CD cycles on bloated testing frameworks. Learn how to migrate your Node.js backend from Jest to the native test runner and mock library.
GitOps for Agentic Code: Branching, Review, and Audit When AI Writes 60% of Commits
GitOps for Agentic Code: Branching, Review, and Audit When AI Writes 60% of Commits By Vatsal Shah | June 27, 2026 | 14 min read Table of Contents - The.
GitHub Actions + AI Agents: CI/CD That Reviews, Tests, and Deploys Autonomously
Autonomous AI agents are transforming GitHub Actions from simple rule-based runners into cognitive CI/CD pipelines that review code, fix bugs, and deploy.
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.
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).