AI Tutorials
Setting Up a Local Language Model on Your Own Machine
Run a capable model offline with no per-token cost, and understand the hardware ...
Turning PDFs into Structured Data with AI
A reliable pipeline for extracting fields from invoices, forms and reports — inc...
Building a Support Assistant That Does Not Invent Answers
Retrieval plus a refusal path gives a support bot that escalates instead of gues...
An Automated Meeting Notes Pipeline That People Actually Read
Transcription is the easy part. Structuring output around decisions and owners i...
Building a Working RAG Pipeline from Scratch
Index, retrieve, generate, evaluate — the minimum viable version, with the tunin...
Designing Tools for AI Agents Without Creating a Security Problem
An agent is only as safe as the tools you give it. Narrow inputs, explicit confi...
Building a Prompt Library Your Team Can Actually Use
Prompts in chat histories are lost knowledge. Versioning them in files turns ind...
Classifying Thousands of Records Cheaply and Accurately
Sampling, small models and confidence routing bring bulk classification costs do...
Building a Reusable Custom Assistant for a Repeated Task
Package instructions, reference files and output formats once, so a recurring jo...
A Production Workflow for AI Images in Editorial
Brief, generate, select, edit, record. The pipeline matters more than the model ...
Building a Small Evaluation Harness Before You Ship
A fixed test set, a scoring script and a changelog. Half a day of work that make...
Translating a Content Site with AI Without Losing Meaning
Segmenting HTML safely, protecting terminology and reviewing only the parts that...
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