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I Kept Comparing Models. I Was Ignoring Half the System.
What coding agents, MCP, and context systems taught me about harness engineering
Sep 2
•
Mayank Bohra
2
1
July 2026
Karpathy Called It 'Taste.' It Was an Account-Takeover Bug.
The agent matched users by email across Stripe and Google. He filed it under aesthetics. It's actually nOAuth, a named, paid-for vulnerability class…
Jul 13
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Mayank Bohra
3
Signal Debt: The Production Bug You're Shipping and Calling 'Works As Intended'
The double-charge, the 'it's broken' ticket on an operation that succeeded, the AI that feels broken when it isn't. They're one bug with one mental…
Jul 6
•
Mayank Bohra
2
June 2026
I Built a Cross-Session Memory Layer for Claude. Here Are the Four Ways It Broke.
Drew Breunig named four ways long context fails: poisoning, distraction, confusion, clash. I hit all four shipping Context Hub and Multicast. The bugs…
Jun 15
•
Mayank Bohra
2
The NSA Wrote an MCP Security Playbook. I Run an MCP Gateway. The Real Risk Is the Boring One.
Everyone's hunting exotic MCP exploits. The hole that actually burns you is one server holding every credential, wired up with zero auth. Here's what…
Jun 14
•
Mayank Bohra
3
1
Your AI Agent Doesn't Have a Memory Problem. It Has a Context Rot Problem.
I've run a cross-session memory layer for Claude for months. The fix was never a bigger window. It was learning to throw context away on purpose.
Jun 11
•
Mayank Bohra
2
2
When Your AI Setup Learns and You Do Not
After a year of daily AI tooling I could search every idea I had saved and explain almost none of them without the tool open. Here is the one test I now…
Jun 4
•
Mayank Bohra
2
1
April 2026
I Don't Want an AI That Reads For Me. I Want One That Reads With Me.
What I learned building Highlyt - a case study in why the highlighter still matters in the LLM era.
Apr 21
•
Mayank Bohra
2
January 2026
Scaling AI Interview Simulations: What I Learned Building a Voice-Powered Platform
You know what's funny about building AI products? The demo is always 10% of the work. The remaining 90%? That's where the engineering actually happens.
Jan 11
•
Mayank Bohra
5
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