How to Quantize GPT-OSS for Low-VRAM GPUs
Full-precision GPT-OSS will not fit on a consumer GPU. This guide walks through GGUF quantisation levels, what each one actually costs you, and how to…
AI Tutorials
How to Run GPT-OSS Locally on Your Own Machine
GPT-OSS is OpenAI's open-weight model family you can download and run offline. Here is how to install it, pick the right size, and get a…
How to Decide When to Use Qwen3-Max Thinking Mode
Thinking mode is not always better. It costs more and runs slower. Here is a routing rule that turns it on only for problems where…
How to Use Qwen3-Max Thinking for Hard Math Problems
Qwen3-Max Thinking is Alibaba's reasoning model - it works through a problem before answering. Here is how to prompt it for math and logic, and…
How to Automate Invoice Data Entry With Kimi VL
Invoice data entry is a layout problem, and Kimi VL can read layout. Here is a pipeline for extracting totals, dates, and vendor names -…
How to Use Kimi VL to Read Screenshots and PDFs
Kimi VL is Moonshot AI's vision-language model. It reads charts, UI screenshots, and scanned documents instead of just text. Here is how to prompt it…
How to Reduce GLM-5 Token Costs in Long Agent Runs
An agent that runs 40 steps re-sends history every step. That is where GLM-5 bills explode. Here are the five levers that cut agent token…
How to Use GLM-5 for Agentic Coding Tasks
GLM-5 is Zhipu AI's flagship model, tuned for tool use and multi-step tasks. Here is how to wire it into an agent loop, and the…
How to Build a Document Q&A Bot With MiniMax M3
A document Q&A bot is more than a model call. Here is how to build one on MiniMax M3 - ingestion, retrieval, prompting, and the…
How to Use MiniMax M3 for Long-Context Document Analysis
MiniMax M3 handles long documents without the price shock of frontier models. Here is how to feed it contracts, reports, and transcripts, and how to…
How to Cut AI Coding Costs With Grok Code Fast
Most teams pay frontier prices for autocomplete. Routing routine requests to Grok Code Fast can cut the bill sharply. Here is how to split traffic…
How to Use Grok Code Fast for Rapid Prototyping
Grok Code Fast is xAI's coding model tuned for speed over depth. It is cheap, quick, and good for scaffolding. Here is when it helps…