THE TECHNICAL RECORD

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.

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Latest Articles

6 on this page · 1 page

AI Engineering

Claude Code Hooks Deep Dive: PreToolUse, PostEdit, and PreCompact for Zero-Drift Agentic Codebases

Unlock the full power of Claude Code hooks.

13 mins read · July 14, 2026
CI/CD & DevOps

Value Stream Mapping for Software Teams: Eliminating Invisible Wait Time

Discover how Value Stream Mapping (VSM) exposes invisible queue delays.

8 mins read · July 10, 2026
Development

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.

18 mins read · June 29, 2026
Git & DevOps

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.

14 mins read · June 27, 2026
CI/CD & DevOps

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.

4 mins read · June 26, 2026
AI Engineering

Beyond Copy-Paste: Designing Test-Driven Loops with Claude and Cursor for Zero-Regression Codebases

Master AI-powered Test-Driven Development (AI-TDD).

16 mins read · June 22, 2026

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).

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Frequently asked questions

Answers drawn from this page.

What is “Beyond Copy-Paste” about?

Master AI-powered Test-Driven Development (AI-TDD).

Who wrote this article and when was it published?

Written by Vatsal Shah, an AI Leader and Solution Architect based in Ahmedabad, India, and published on June 22, 2026. It is filed under AI Engineering.

How can I apply this in my own organization?

Use the sections of this article as a working checklist, adapt each step to your platform and risk profile, and record the decisions you make. To discuss Beyond Copy-Paste for your team, request a briefing at https://shahvatsal.com/contact.

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