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When RAG Says Duplicate but the LLM Disagrees: Building an Adjudication Layer

When RAG Says Duplicate but the LLM Disagrees: Building an Adjudication Layer

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6 min read
Does Agentic RAG Actually Help When Your Retrieval Is Bad?

Does Agentic RAG Actually Help When Your Retrieval Is Bad?

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4 min read
Self-Evolving Apps: Not Vibe, Live-Coding in Ruby with LLMs and Metaprogramming

Self-Evolving Apps: Not Vibe, Live-Coding in Ruby with LLMs and Metaprogramming

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5 min read
Canon Guardian: Giving Shared Cinematic Universes a Memory

Canon Guardian: Giving Shared Cinematic Universes a Memory

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4 min read
Why I Ditched "Just Let the LLM Handle It" for a State Machine (And Slept Better at Night)

Why I Ditched "Just Let the LLM Handle It" for a State Machine (And Slept Better at Night)

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3 min read
What Is an Agent Harness? Harness Engineering Explained

What Is an Agent Harness? Harness Engineering Explained

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12 min read
André Dias Moreira Prol: raciocínio estendido do Claude 4 na prática

André Dias Moreira Prol: raciocínio estendido do Claude 4 na prática

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3 min read
André Dias Moreira Prol: Claude 4 Extended Reasoning for Power Users

André Dias Moreira Prol: Claude 4 Extended Reasoning for Power Users

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3 min read
Synthetic' Last Cradle: A Story of Hubris, Cron Jobs, and Dying by 0.684 Energy

Synthetic' Last Cradle: A Story of Hubris, Cron Jobs, and Dying by 0.684 Energy

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6 min read
LinkedIn CringeBot 3000: When AI Learned to Speak 'Influencer'

LinkedIn CringeBot 3000: When AI Learned to Speak 'Influencer'

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8 min read
CLAUDE.md Files: Anatomy of a Production-Ready One

CLAUDE.md Files: Anatomy of a Production-Ready One

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4 min read
I Added More AI Agents to the Problem. Nothing Changed.

I Added More AI Agents to the Problem. Nothing Changed.

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4 min read
The Hidden Math: Why "Cheapest Model" Doesn't Mean Cheapest Execution

The Hidden Math: Why "Cheapest Model" Doesn't Mean Cheapest Execution

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3 min read
Meta Just Open-Sourced an AI Agent That Beats Gemini's Little Brother — And It Runs on Your Gaming PC

Meta Just Open-Sourced an AI Agent That Beats Gemini's Little Brother — And It Runs on Your Gaming PC

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4 min read
Your Free AI Model Changed Overnight. Here's a Snapshot Test Suite That Notices.

Your Free AI Model Changed Overnight. Here's a Snapshot Test Suite That Notices.

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5 min read
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