My AI Journey

AI Writings by Sakti Bagchi
Medium · AI Writing Series

Seven Stories About
Intelligence at Work

A collection of articles exploring what it really means to lead, build, and grow in the age of artificial intelligence — written for practitioners, not theorists.

Sakti Bagchi 7 Articles 2025 – 2026

Every technology revolution produces two kinds of writers: those who explain the tools, and those who illuminate the human experience of living through the change. The articles in this collection aim squarely for the second category.

They began as a question I kept hearing from managers, architects, and developers in my teams: “Where do I even start?” Not with ChatGPT prompts. Not with vendor demos. But with the deeper, messier question of how a seasoned professional rebuilds their instincts for a world where AI is a collaborator, not just a feature.

“The gap is no longer between those who understand AI and those who don’t — it’s between those who’ve thought carefully about it and those who simply reacted to it.”

Each piece below is a chapter in an ongoing conversation. Read them in order for a structured journey, or jump to whichever title pulls you in first. Either path leads somewhere worth going.

01
MCP · Hands-On Guide
From Zero to MCP: A Real-World Guide to Building Your First Model Context Protocol

Most MCP tutorials stop at “hello world.” This one doesn’t. Walk through building a real integration step by step — the architecture decisions, the gotchas, and the moment when the abstraction finally clicks.

Read on Medium →
02
MCP · Storytelling
The Detective Who Knew Everyone: A Story About MCP

What if you explained the Model Context Protocol through the lens of a detective who has informants everywhere? A narrative metaphor that makes the architecture stick in ways diagrams never could.

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03
Leadership · AI Teams
Leading in the AI Age: A Manager’s Guide to Building and Orchestrating AI Teams

Managing engineers was already complex. Managing engineers who build with AI is a different discipline entirely. This guide tackles structure, culture, and the new cadence of delivery.

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04
Project Management · 2026
Software Project Management with AI: The Complete 2026 Guide

A comprehensive playbook for engineering leaders navigating AI-assisted development — from estimation and planning to delivery risk and team velocity in the new normal.

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05
Skills · Career
The Practical AI Skills Roadmap for 2026: What Actually Matters and How to Get Started

Not another list of tools to learn. A structured progression for IT professionals who want to build durable AI competency — grounded in what employers are actually hiring for right now.

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06
Strategy · Risk
The AI Velocity Trap: Why Your 40% Productivity Gains Might Be Creating a Maintenance Crisis

The uncomfortable truth behind AI-assisted coding speed: faster shipping can mean faster accumulation of debt nobody fully understands. A candid warning for teams celebrating their productivity numbers.

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07
Learning · Roadmap
Becoming an AI-Savvy IT Professional: A Practical Roadmap for Learners

Written for the practitioner who’s been in the industry long enough to be skeptical of hype — and wise enough to know they can’t afford to ignore the shift. A grounded, actionable learning path.

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Senior Engineering Leader · Author · Speaker
Writing at the intersection of technology, leadership, and the human side of change.

Follow the full series on Medium or connect on LinkedIn.