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
Designing Custom MCP Servers for Developer Agents: Exposing Local Tools to Claude and Cursor
A complete step-by-step developer tutorial on creating custom Model Context Protocol (MCP) servers in Node.js and Python to expose local databases, git.
Value Stream Mapping for Software Teams: Eliminating Invisible Wait Time
Discover how Value Stream Mapping (VSM) exposes invisible queue delays.
Claude Coworker in Production: Architecting Collaborative Multi-Agent Teams in Enterprise Git Workflows
A complete practitioner's blueprint for deploying the Claude Coworker framework in enterprise repositories.
Team Topologies for AI-Era Engineering: Stream-Aligned Teams and Cognitive Load
How Team Topologies manages developer cognitive load in 2026. Guide to stream-aligned, enabling, and platform teams for AI engineering.
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.
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.
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).