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
GraphRAG in Production: Engineering Deterministic AI and Closing the Reasoning Gap
GraphRAG in Production: Engineering Deterministic AI and Closing the Reasoning Gap EXECUTIVE SUMMARY The transition from 2025 to 2026 has marked the end.
Model Context Protocol (MCP): The Global Interoperability Layer for the Agentic Era
Model Context Protocol (MCP): The Global Interoperability Layer for the Agentic Era EXECUTIVE SUMMARY In the 2026 industrial landscape, the bottleneck for.
Agentic AI vs. Generative AI: Designing the Autonomous Workforce (2026 Edition)
Agentic AI vs. Generative AI: Designing the Autonomous Workforce The year 2026 has marked a definitive boundary in the history of industrial computing.
SAFe 6.0 Complete Guide: What Changed and Why It Matters in 2026
SAFe 6.0 Complete Guide: What Changed and Why It Matters in 2026
Spec-Driven Development in 2026 — AGENTS.md, Executable Specs, and Stopping Agentic Drift
Deterministic Sensors Beat Better Prompts — CI Gates for Coding Agents That Actually Ship
The Intelligent Monolith — Why Microservices Are Taxing Your AI Inference Budget (Node v26 Edition)
Search-as-Code — Why Static RAG Pipelines Lose to Programmatic Retrieval Orchestration
Questions
What is this blog for?
Long-form notes on agentic AI, production LLM architecture, cloud engineering, and technical leadership, authored by Vatsal Shah. Each article has its own title, date, and canonical URL.
Are articles free to read?
Yes. Posts on shahvatsal.com/blog are free, with no paywall. Related case studies, playbooks, and frameworks sit in their own hubs.
How do hiring or consulting readers use this hub?
Hiring: read the article then /resume or /contact?focus=hiring. Consulting or software delivery: /contact or /contact?focus=software-application. Magento claims are not marketed here.
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).