Syed's Blog

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Small Models, Big Energy: When You Don't Need a Giant Hammer

· ai

The biggest model isn't always the best choice. For many real tasks, a small model is cheaper, faster, private and good enough.

Evaluating LLMs Without Fooling Yourself

· ai

"It looked good when I tried three examples" is not an evaluation. A practical guide to building a small, honest test set for your AI feature.

Tokens, Context Windows and Why the Model Forgot Your Name

· ai

What a token is, why long conversations go weird, and why the model that remembered your project details an hour ago now calls you "the user."

AI Agents: Interns Who Never Sleep and Never Ask Before Deleting

· ai

Agents that browse, code and click on your behalf are powerful. Here's how to give them a job without giving them the keys to the building.

RAG Explained Like You're Explaining It to Your Uncle at a Wedding

· ai

Retrieval-augmented generation, without the jargon: let the model look things up in your documents before it answers.

Hallucinations: When Your Model Confidently Invents a Citation

· ai

Why language models make things up, why they sound so sure about it, and practical ways to catch fake facts before they reach your report or your thesis.

Prompt Engineering Is Just Asking Nicely, With Extra Steps

· ai

Context, examples, constraints and a clear output format. The same things that make a good brief for a human make a good prompt for a model.