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I hid instructions in my server logs to see which models would follow them

Weaker models follow hidden log injections

I hid instructions in my server logs to see which models would follow them

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6 min read
RAG: como conectar uma LLM aos dados da sua aplicação, e quando isso faz sentido

RAG: como conectar uma LLM aos dados da sua aplicação, e quando isso faz sentido

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9 min read
GPQA Diamond Has 198 Questions: What the Hugging Face Leaderboard's 115 Rows Can and Cannot Rank

GPQA Diamond Has 198 Questions: What the Hugging Face Leaderboard's 115 Rows Can and Cannot Rank

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14 min read
How SentX's API Works: A Plain-English Walkthrough

How SentX's API Works: A Plain-English Walkthrough

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8 min read
I am building a practical AI agents course (LangChain first, then LangGraph), and the certificate has to be earned

I am building a practical AI agents course (LangChain first, then LangGraph), and the certificate has to be earned

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1 min read
DeepSeek V4.1 Flash on 8 B300: vLLM vs DeepInfer, 600K+ tokens/s

DeepSeek V4.1 Flash on 8 B300: vLLM vs DeepInfer, 600K+ tokens/s

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4 min read
KV Cache Offloading to NVMe: The Break-Even Bandwidth Math and Where It Does Not Pay Off

KV Cache Offloading to NVMe: The Break-Even Bandwidth Math and Where It Does Not Pay Off

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14 min read
The Number Was a Version

The Number Was a Version

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8 min read
Flip One Field: A Fairness Test That Beats Aggregate Parity

Flip One Field: A Fairness Test That Beats Aggregate Parity

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2 min read
Building a Llama.cpp Container Image

Building a Llama.cpp Container Image

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Comments 1
4 min read
EAGLE-4 does not run on a Mac. I measured MTP instead: +92% on one model, -19% on another

EAGLE-4 does not run on a Mac. I measured MTP instead: +92% on one model, -19% on another

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11 min read
I ran the same multi-agent experiment twice. Half the conclusions flipped.

I ran the same multi-agent experiment twice. Half the conclusions flipped.

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Comments 5
8 min read
AI System Design for Production

AI System Design for Production

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9 min read
We logged every major AI engine cited across 120 buyer questions. Official sites almost never made the list.

We logged every major AI engine cited across 120 buyer questions. Official sites almost never made the list.

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2 min read
Persona Drift: Why Your AI Character Slowly Stops Being Themselves

Persona Drift: Why Your AI Character Slowly Stops Being Themselves

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8 min read
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