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May The Source Be With You! Articles about Open Source and Free Software as a philosophy, and its application to software development and project management.

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We built a way to fine cheating AI agents. Then a swarm of AI reviewers found how to delete any competitor for $0.

We built a way to fine cheating AI agents. Then a swarm of AI reviewers found how to delete any competitor for $0.

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6 min read
Accessibility tree vs screenshots: the token math behind my browser agent

Accessibility tree vs screenshots: the token math behind my browser agent

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4 min read
A question on Discord found two bugs in my RAG system. Fixing them found a third.

A question on Discord found two bugs in my RAG system. Fixing them found a third.

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6 min read
A running session is not a reachable session

A running session is not a reachable session

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4 min read
Looking for a lightweight Java IDE/editor setup with features close to IntelliJ

Looking for a lightweight Java IDE/editor setup with features close to IntelliJ

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1 min read
Convergent evidence

Convergent evidence

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5 min read
The First NexFlow CLI Should Refuse to Run Agents

The First NexFlow CLI Should Refuse to Run Agents

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6 min read
I Stopped Trusting My Gut on New Open Models. A 30-Minute Scoring Loop Replaced It.

I Stopped Trusting My Gut on New Open Models. A 30-Minute Scoring Loop Replaced It.

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6 min read
Every Week a New Model Drops. Here's the 30-Minute Eval I Run Before Believing the Hype

Every Week a New Model Drops. Here's the 30-Minute Eval I Run Before Believing the Hype

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4 min read
I Broke My AI Decision System 20 Ways to See Which Layer Would Catch What

I Broke My AI Decision System 20 Ways to See Which Layer Would Catch What

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8 min read
Wangdefa.Memory — 本地优先的 Agent 五层记忆体组件

Wangdefa.Memory — 本地优先的 Agent 五层记忆体组件

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1 min read
RapidFort points its hardened open-source business at what actually runs in production

RapidFort points its hardened open-source business at what actually runs in production

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2 min read
Compare Against the Schema They Shipped, Not the One You Expected

A brilliant post-mortem on rigid tool assertions

Compare Against the Schema They Shipped, Not the One You Expected

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5 min read
RealityLint: a static tool that checks whether your README still matches your repository

RealityLint: a static tool that checks whether your README still matches your repository

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2 min read
The calling layer won. The numbers aren't close.

The calling layer won. The numbers aren't close.

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2 min read
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