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Temperature 0 is not reproducible. I measured 30 percent of my output changing between identical runs.

Temperature 0 is not reproducible. I measured 30 percent of my output changing between identical runs.

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3 min read
From Guesswork to Evidence: How BotTalk Built a Systematic Approach to AI Model Selection

From Guesswork to Evidence: How BotTalk Built a Systematic Approach to AI Model Selection

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4 min read
Our 4B beat Claude Opus on a 440K-token corpus. Then it came last on the public benchmark.

Our 4B beat Claude Opus on a 440K-token corpus. Then it came last on the public benchmark.

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4 min read
Your RAG Isn't Broken. Your Retrieval Pipeline Is.

Your RAG Isn't Broken. Your Retrieval Pipeline Is.

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16 min read
I told the model to separate fields with <TAB>. It did exactly that, and I lost 79 percent of my data.

I told the model to separate fields with <TAB>. It did exactly that, and I lost 79 percent of my data.

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3 min read
Free AI Tokens Are a Trap: An Opinionated Cost Gate for Model Experiments

Free AI Tokens Are a Trap: An Opinionated Cost Gate for Model Experiments

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5 min read
Free vs Self-Hosted Models: A Break-Even Framework for Agent Workloads

Free vs Self-Hosted Models: A Break-Even Framework for Agent Workloads

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5 min read
Batch LLM Jobs Without Breaking the Bank: A Queue-First Architecture for Free Tiers

Batch LLM Jobs Without Breaking the Bank: A Queue-First Architecture for Free Tiers

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4 min read
A 4B on a 6GB laptop matched frontier-model accuracy on aggregation — except when the answer is a number

A 4B on a 6GB laptop matched frontier-model accuracy on aggregation — except when the answer is a number

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4 min read
Why is everyone so skeptical of AI memory tools? Fair question. Here are real answers.

Why is everyone so skeptical of AI memory tools? Fair question. Here are real answers.

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5 min read
How to route LLM requests by task difficulty (a practical guide to cutting API spend without losing quality)

How to route LLM requests by task difficulty (a practical guide to cutting API spend without losing quality)

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5 min read
Opinion: Free AI Coding Tokens Are a Model Release, Not a Gift

Opinion: Free AI Coding Tokens Are a Model Release, Not a Gift

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5 min read
From Massive to Miniature: How Small Language Models Are Engineered

From Massive to Miniature: How Small Language Models Are Engineered

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12 min read
Quota Exhaustion Date: A Capacity Calculator for Free Model Quotas

Quota Exhaustion Date: A Capacity Calculator for Free Model Quotas

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4 min read
Why the Most Honest Coding-Agent Evaluation Runs on Free Infrastructure

Why the Most Honest Coding-Agent Evaluation Runs on Free Infrastructure

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5 min read
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