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I Published Every Flaw My Safety Tool Can't Catch. It Made It More Credible, Not Less.

I Published Every Flaw My Safety Tool Can't Catch. It Made It More Credible, Not Less.

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Comments 4
8 min read
My LLM Critic Flip-Flops on Every Run. That's Fine — Because a Frozenset Decides What's Fatal.

My LLM Critic Flip-Flops on Every Run. That's Fine — Because a Frozenset Decides What's Fatal.

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Comments 9
7 min read
I Added a Fourth Model Mid-Run. It Changed What My Field Test Could Prove.

I Added a Fourth Model Mid-Run. It Changed What My Field Test Could Prove.

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Comments
7 min read
Two Projects, One Problem — What PlannerCritic and AdversarialDebate Each Got Wrong

Two Projects, One Problem — What PlannerCritic and AdversarialDebate Each Got Wrong

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Comments 3
10 min read
Most AI Second Opinions Are Theater. I Built a System That Actually Fights Back.

Reveals why blind reviews fail

Most AI Second Opinions Are Theater. I Built a System That Actually Fights Back.

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Comments 10
14 min read
The Same Model Debating Itself Was More Self-Critical Than Two Different Models

The Same Model Debating Itself Was More Self-Critical Than Two Different Models

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Comments 1
13 min read
Your IDE Has Better Uptime Than Your Brain

Your IDE Has Better Uptime Than Your Brain

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1 min read
My LLM Critic Disagreed With Itself on Every Trial. The Safe Part Was the Code I Didn’t Trust It to Touch.

My LLM Critic Disagreed With Itself on Every Trial. The Safe Part Was the Code I Didn’t Trust It to Touch.

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Comments 8
5 min read
The Best Model Pair in My Field Test Was Also the Least Trustworthy

The Best Model Pair in My Field Test Was Also the Least Trustworthy

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Comments 8
12 min read
How We Built an Adult Height Predictor: The Math, the Science, and the Edge Cases

How We Built an Adult Height Predictor: The Math, the Science, and the Edge Cases

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4 min read
Telemedicine in Venezuela: A Technical Guide for Clinics in 2026

Telemedicine in Venezuela: A Technical Guide for Clinics in 2026

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6 min read
They are blinded by a flag. Are we too?

They are blinded by a flag. Are we too?

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3 min read
Building a Digital Health System from Scratch in a Resource-Constrained Country

Building a Digital Health System from Scratch in a Resource-Constrained Country

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Comments
5 min read
Publishing my first app brought me here

Publishing my first app brought me here

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1 min read
Building a Privacy-First Health Calculator Platform with Next.js 15 and TypeScript

Building a Privacy-First Health Calculator Platform with Next.js 15 and TypeScript

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5 min read
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