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...
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,...
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...
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...
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...
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...
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).
What is “Spec-Driven Development with Kiro” about?
Master Spec-Driven Development (SDD) with AWS Kiro.
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 May 18, 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 Spec-Driven Development with Kiro for your team, request a briefing at https://shahvatsal.com/contact.