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Your agent isn't hallucinating — your rules never defined "I don't know"

Your agent isn't hallucinating — your rules never defined "I don't know"

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5 min read
From Attention to 3-Bit Caches: How LLMs Learned to Remember Less (MHA, GQA, MLA, MoE, Quantisation Explained)

From Attention to 3-Bit Caches: How LLMs Learned to Remember Less (MHA, GQA, MLA, MoE, Quantisation Explained)

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22 min read
AI Agents Need a Runtime, Not Another Framework

AI Agents Need a Runtime, Not Another Framework

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7 min read
LLMs Aren’t the Only Game in Town: A Beginner’s Guide to JEPA, Concept Models and Decision Models

LLMs Aren’t the Only Game in Town: A Beginner’s Guide to JEPA, Concept Models and Decision Models

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11 min read
Give Your Agent a Fast Path

Give Your Agent a Fast Path

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3 min read
The Fastest LLM Call Is The One You Never Make

The Fastest LLM Call Is The One You Never Make

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3 min read
LLMs Locally on Consumer Hardware — Part 10: How the Setup Evolved — A Timeline of What Changed and Why

LLMs Locally on Consumer Hardware — Part 10: How the Setup Evolved — A Timeline of What Changed and Why

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3 min read
Run Gemma 4 31B-it Uncensored on a 12GB GPU: Complete Local Vision & 256K Context Guide with llama.cpp, DeepSeek Harness & Hermes Agent

Run Gemma 4 31B-it Uncensored on a 12GB GPU: Complete Local Vision & 256K Context Guide with llama.cpp, DeepSeek Harness & Hermes Agent

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14 min read
Why Your LLM Agent Keeps Burning Tokens (and How to Cut It at the HTTP Layer)

Why Your LLM Agent Keeps Burning Tokens (and How to Cut It at the HTTP Layer)

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3 min read
grep can't check the numbers in a Japanese LLM summary. Here is why, and a small fix.

grep can't check the numbers in a Japanese LLM summary. Here is why, and a small fix.

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2 min read
Grounding AI-written marketing posts in real weather data, without letting the model make things up

Grounding AI-written marketing posts in real weather data, without letting the model make things up

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7 min read
AlphaProof Code: A Developer's Checklist Before You Trust an AI-Verified Codebase

AlphaProof Code: A Developer's Checklist Before You Trust an AI-Verified Codebase

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4 min read
Max Reasoning Effort Is a Bad Default: More Thinking Can Make Your Model Worse

Max Reasoning Effort Is a Bad Default: More Thinking Can Make Your Model Worse

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7 min read
You are seeing XYZ issue in your ai responses, walk me through what you change in your process/pipeline to resolve it.

You are seeing XYZ issue in your ai responses, walk me through what you change in your process/pipeline to resolve it.

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2 min read
Comparing 7 Chinese frontier models through one API — a field guide, not a benchmark

Comparing 7 Chinese frontier models through one API — a field guide, not a benchmark

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5 min read
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