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Teaching a local coding agent from its own mistakes: DPO on a 30B model

Teaching a local coding agent from its own mistakes: DPO on a 30B model

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7 min read
The Most Important Feature of a Legal AI Might Be Knowing When Not to Answer

The Most Important Feature of a Legal AI Might Be Knowing When Not to Answer

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3 min read
RAG Hallucination Diagnosis: Evidence Gating Beats Embeddings for Ask-Your-Docs Chatbot Answers

RAG Hallucination Diagnosis: Evidence Gating Beats Embeddings for Ask-Your-Docs Chatbot Answers

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7 min read
Introducing Ayeixa FuelLite: Free-Tier Token Arbitrage & Dynamic Failover Router

Introducing Ayeixa FuelLite: Free-Tier Token Arbitrage & Dynamic Failover Router

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2 min read
I measured what 14 MCP servers cost a context window. Claude counts them 64% higher than tiktoken

I measured what 14 MCP servers cost a context window. Claude counts them 64% higher than tiktoken

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8 min read
Give Your AI Agent a Memory So It Stops Repeating the Same Failed Tool Call

Give Your AI Agent a Memory So It Stops Repeating the Same Failed Tool Call

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4 min read
The Inference Paradox: Why Agentic Workflows Are 4x More Expensive Than You Think

The Inference Paradox: Why Agentic Workflows Are 4x More Expensive Than You Think

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3 min read
I killed my fine-tune before I wrote a single line of training code

I killed my fine-tune before I wrote a single line of training code

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3 min read
I gave it four facts and it invented a fifth

I gave it four facts and it invented a fifth

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5 min read
Cline en producción: el agente de código autónomo para VS Code que uso con restricciones deliberadas

Cline en producción: el agente de código autónomo para VS Code que uso con restricciones deliberadas

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9 min read
I built a memory layer for my coding agent that I actually own

I built a memory layer for my coding agent that I actually own

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3 min read
Teach Your Agent to Ask for Help

Teach Your Agent to Ask for Help

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5 min read
Your Eval Suite Measures the Wrong Thing

Your Eval Suite Measures the Wrong Thing

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7 min read
The Handoff Is Where Agents Break

The Handoff Is Where Agents Break

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6 min read
QUASAR: How Saliency-Weighted Reconstruction Closes the Loss Floor Gap in LLM Quantization-Aware Training

QUASAR: How Saliency-Weighted Reconstruction Closes the Loss Floor Gap in LLM Quantization-Aware Training

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5 min read
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