A six-minute executive briefing on the architectural and commercial shift underway in Indian infrastructure outsourcing. Where the industry sits on the automation maturity curve, why the incentive conflict is harder than the technology, and what one fictional 80,000-endpoint bank account looks like over a 24-month rollout. Companion to the long-form analysis.
Uber has moved Model Context Protocol from a pilot into a standardised internal platform that, by their own published figures, supports tens of thousands of weekly AI tasks across their internal service estate. This piece dissects what they appear to have built, what it changed, and — at greater length — what the same pattern could plausibly enable for Indian IT outsourcing in the infrastructure space. It separates what Uber publicly described from my own extrapolation, places the architecture in a six-stage maturity model, addresses the political and commercial incentive conflicts that make the rollout much harder than the diagrams suggest, and walks through one fictional 80,000-endpoint bank to make the economics concrete.
A domain-specific Retrieval-Augmented Generation assistant built with LangChain, OpenAI embeddings and FAISS that answers questions about the GitHub REST API strictly from indexed public documentation. Week 15 graded mini-project of the IITM Pravartak Professional Certificate Programme in Agentic AI and Applications.
How to build a contextual technical-support and architecture agent that is meaningfully better than a general LLM at one product, using nothing but publicly available vendor documentation. A walk-through of a working BigFix Workspace+ POC, the design decisions behind it, and the pattern that generalises to any vendor.
AI is reshaping every job. The World Economic Forum, McKinsey, and peer-reviewed research agree on 17 skills that will define who thrives. Here they are — with how to build each one.
How I built Aether — a local-first, multi-agent AI system that runs 10 specialist IT architecture advisors on a single MacBook M5 Pro, with no cloud, no API costs, and zero data egress.
Fed up with ad-infested download sites, I built a clean local tool that downloads TikTok, Instagram, and X videos without watermarks. Here's how the provider chain, proxy download, and caching work — conceptually.
The 2017 paper that killed RNNs, invented the Transformer, and launched the modern AI era — explained for beginners and intermediates with 11 original manga panels.
Choosing an LLM in 2026 is the least important decision in your stack. Here is the framework landscape every architect needs to navigate.
