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We Gave AI the Keys. Nobody Asked If It Knows How to Drive.

We Gave AI the Keys. Nobody Asked If It Knows How to Drive.

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4 min read
Gemma 4 QAT on a 1080 Ti: What 'Quantization-Aware' Actually Buys — and Fitting the 12B on 8 GB at 16k

Gemma 4 QAT on a 1080 Ti: What 'Quantization-Aware' Actually Buys — and Fitting the 12B on 8 GB at 16k

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5 min read
RAG vs Fine-Tuning: Which Approach Should You Choose?

RAG vs Fine-Tuning: Which Approach Should You Choose?

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3 min read
Quantization formats compared: GGUF vs GPTQ vs AWQ vs NF4

Quantization formats compared: GGUF vs GPTQ vs AWQ vs NF4

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7 min read
The 'Own Hardware for AI' Myth

The 'Own Hardware for AI' Myth

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11 min read
What Are Tokens and Why Do They Matter in LLMs?

What Are Tokens and Why Do They Matter in LLMs?

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3 min read
エージェントAPI代、月数万円になってない?マルチモデルルーティングでコストを10分の1にする実践ガイド

エージェントAPI代、月数万円になってない?マルチモデルルーティングでコストを10分の1にする実践ガイド

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2 min read
The hard part of an AI quiz generator isn't the questions — it's the wrong answers

The hard part of an AI quiz generator isn't the questions — it's the wrong answers

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2 min read
Mixture of Experts (MoE) Explained Simply: How Modern AI Models Get Bigger Without Getting Slower

Mixture of Experts (MoE) Explained Simply: How Modern AI Models Get Bigger Without Getting Slower

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5 min read
Yes-Brainer — A council of LLMs that debate in the browser

Yes-Brainer — A council of LLMs that debate in the browser

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9 min read
Best AI Client for Mac (2026): Elvean vs Jan vs Msty vs LM Studio

Best AI Client for Mac (2026): Elvean vs Jan vs Msty vs LM Studio

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6 min read
LLM token budgeting for startups: the playbook before you have a finance function

LLM token budgeting for startups: the playbook before you have a finance function

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12 min read
Tokens per Word: GPT-5 vs Claude vs GPT-4, Measured Across 7 Languages

Tokens per Word: GPT-5 vs Claude vs GPT-4, Measured Across 7 Languages

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3 min read
We Tracked 1M LLM API Calls — 60% Were Wasting Money on the Wrong Model

We Tracked 1M LLM API Calls — 60% Were Wasting Money on the Wrong Model

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3 min read
What Is GPT? A Practical Guide to Tokens, Transformers, Training, and Fine-Tuning

What Is GPT? A Practical Guide to Tokens, Transformers, Training, and Fine-Tuning

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12 min read
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