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The Information Design Gap: Why Our AI Agent Was Coding Blind

The Information Design Gap: Why Our AI Agent Was Coding Blind

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9 min read
๐—ช๐—ต๐—ฎ๐˜ ๐—œ ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป๐—ฒ๐—ฑ ๐—ณ๐—ฟ๐—ผ๐—บ ๐—–๐—ต๐—ฎ๐—ฝ๐˜๐—ฒ๐—ฟ ๐Ÿฎ ๐—ผ๐—ณ ๐—”๐—œ ๐—˜๐—ป๐—ด๐—ถ๐—ป๐—ฒ๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด: ๐—ช๐—ต๐˜† ๐—ฆ๐—ฎ๐—บ๐—ฝ๐—น๐—ถ๐—ป๐—ด ๐—–๐—ต๐—ฎ๐—ป๐—ด๐—ฒ๐˜€ ๐—˜๐˜ƒ๐—ฒ๐—ฟ๐˜†๐˜๐—ต๐—ถ๐—ป๐—ด

๐—ช๐—ต๐—ฎ๐˜ ๐—œ ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป๐—ฒ๐—ฑ ๐—ณ๐—ฟ๐—ผ๐—บ ๐—–๐—ต๐—ฎ๐—ฝ๐˜๐—ฒ๐—ฟ ๐Ÿฎ ๐—ผ๐—ณ ๐—”๐—œ ๐—˜๐—ป๐—ด๐—ถ๐—ป๐—ฒ๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด: ๐—ช๐—ต๐˜† ๐—ฆ๐—ฎ๐—บ๐—ฝ๐—น๐—ถ๐—ป๐—ด ๐—–๐—ต๐—ฎ๐—ป๐—ด๐—ฒ๐˜€ ๐—˜๐˜ƒ๐—ฒ๐—ฟ๐˜†๐˜๐—ต๐—ถ๐—ป๐—ด

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4 min read
Anthropic Just Did Something Unprecedented: They Hid Their Best Security Model

Anthropic Just Did Something Unprecedented: They Hid Their Best Security Model

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2 min read
Marker, hosted: a scientific PDF parser API with LaTeX equations preserved

Marker, hosted: a scientific PDF parser API with LaTeX equations preserved

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4 min read
RedSOC: Open-source framework to benchmark adversarial attacks on AI-powered SOCs โ€” 100% detection rate across 15 attack scenarios [paper + code]

RedSOC: Open-source framework to benchmark adversarial attacks on AI-powered SOCs โ€” 100% detection rate across 15 attack scenarios [paper + code]

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2 min read
How to Conduct an Enterprise-Scale AX Audit with megallm-Grade Rigor

How to Conduct an Enterprise-Scale AX Audit with megallm-Grade Rigor

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3 min read
From AI Demo to Production: How to Ship Quality Agentic Applications

From AI Demo to Production: How to Ship Quality Agentic Applications

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8 min read
# Your AI Agents Are Talking โ€” But Can You Prove What They Said?

# Your AI Agents Are Talking โ€” But Can You Prove What They Said?

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5 min read
Why Single Agents Beat Multi-Agent Systems at Equal Token Budgets

Why Single Agents Beat Multi-Agent Systems at Equal Token Budgets

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3 min read
I have talked to dozens of AI teams about production. The same things keep breaking.

I have talked to dozens of AI teams about production. The same things keep breaking.

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4 min read
When Agents Learn From Their Own Wreckage

When Agents Learn From Their Own Wreckage

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8 min read
AI Automation Workflows Are Redefining Enterprise Data Engineering

AI Automation Workflows Are Redefining Enterprise Data Engineering

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3 min read
Two Claudes, One Bug, and a Paper That Changed How I Think About Both

Two Claudes, One Bug, and a Paper That Changed How I Think About Both

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9 min read
I Spent Four Weeks Reading 200+ Sources on Context Engineering. Here's What I Built.

I Spent Four Weeks Reading 200+ Sources on Context Engineering. Here's What I Built.

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4 min read
Implicit Coupling Is a Maintenance Problem, Not a Generation Problem

Implicit Coupling Is a Maintenance Problem, Not a Generation Problem

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7 min read
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