Medium

MahendraMedapati

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Towards AI

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MahendraMedapati

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Jul 16

Your AI Agent Says “Done!” — Here’s How to Know If It’s Lying

A tested, dependency-light tracing and evaluation library that catches the failure mode plain logging can’t — an agent that fails a tool…

Your AI Agent Says “Done!” — Here’s How to Know If It’s Lying

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Towards AI

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MahendraMedapati

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Jul 14

I Gave an AI Tutor a Memory That Survives Restarts — Here’s the Tiered Architecture (and Tested…

Building a tiered, persistent memory system for an AI tutor agent — with importance scoring, decay, and fact consolidation — verified…

I Gave an AI Tutor a Memory That Survives Restarts — Here’s the Tiered Architecture (and Tested…

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Stackademic

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MahendraMedapati

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Jul 14

I Read the 5 Papers Behind ChatGPT, Claude, and Every AI Agent — So You Don’t Have To Start From…

No PhD. No math anxiety. Just five ideas, explained the way I wish someone had explained them to me — with real-world stories instead of…

I Read the 5 Papers Behind ChatGPT, Claude, and Every AI Agent — So You Don’t Have To Start From…

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Towards AI

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MahendraMedapati

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Jul 12

I Gave Three AI Agents One Shared Toolbox — Here’s What MCP Actually Fixes

Building a working multi-agent research assistant with the Model Context Protocol — tested, running, and ready to fork

I Gave Three AI Agents One Shared Toolbox — Here’s What MCP Actually Fixes

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Towards AI

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MahendraMedapati

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Jul 12

I Built an AI Agent Team That Fixes Its Own Mistakes — Here’s the Full, Tested Code

Most agent tutorials show you the happy path. This one shows you what happens when an agent fails — and how to make the system heal itself…

I Built an AI Agent Team That Fixes Its Own Mistakes — Here’s the Full, Tested Code

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Stackademic

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MahendraMedapati

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Jul 11

The Startup Teaching India’s Roads to Warn Us Before They Fail

Inside Rasta.AI’s mission to turn every passing vehicle into a sensor, and every pothole into data that arrives before disaster does

The Startup Teaching India’s Roads to Warn Us Before They Fail

In

Artificial Intelligence in Plain English

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MahendraMedapati

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Jul 11

The Most Starred File on GitHub Has Zero Code — And That’s Exactly the Point 🚀

There’s a repository on GitHub that has crossed 220,000 combined stars across two accounts. It has held the #1 trending spot for 28…

The Most Starred File on GitHub Has Zero Code — And That’s Exactly the Point 🚀

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Towards AI

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MahendraMedapati

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Jul 10

What Actually Makes an AI Agent an Agent: Building One From Zero to See the Machinery

A no-framework tour of the loop, the protocol, and the production gap hiding underneath every “agentic” product you’ve used this year

What Actually Makes an AI Agent an Agent: Building One From Zero to See the Machinery

In

Stackademic

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MahendraMedapati

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Jul 6

I Read 20+ Reports on AI in 2026 So You Don’t Have To — Here’s What Actually Matters (Even If…

A no-jargon guide to the six shifts quietly reshaping how the world uses AI this year — explained the way I’d explain it to my non-techy…

I Read 20+ Reports on AI in 2026 So You Don’t Have To — Here’s What Actually Matters (Even If…

In

Stackademic

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MahendraMedapati

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Jul 2

Your AI Is Forgetting Things On Purpose — And That’s Kind of Genius

The hidden math trick that could make ChatGPT-style AI 10x cheaper to run, explained like you’re hearing about it over coffee

Your AI Is Forgetting Things On Purpose — And That’s Kind of Genius

MahendraMedapati

MahendraMedapatihe

AI Engineer & Data Scientist. I break down complex AI agents, LLMs, and Data Science concepts into actionable guides.

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