Open-Weight AI Models for 16 GB GPUs: What Fits?
Original registry analysis, BF16/INT4 weight arithmetic, 10 linked checkpoint examples and a repeatable GPU-test protocol.
Read the guide →PRACTICE GUIDES · ORIGINAL DATA
Open-weight AI, with evidence you can inspect.
Practical decisions backed by canonical model profiles, field-specific primary sources and transparent limits — never invented GPU runs or model rankings.
How Open Are Open-Weight AI Models, Really?
Original field-by-field transparency audit of the source-verified model registry: model cards, weight files, licenses, training claims and data disclosures.
Read the transparency audit →Build a Local AI Coding Assistant with Open-Weight Models
Compare source-linked generation, embedding and reranking checkpoints; follow a bounded implementation and evaluation protocol with no invented hands-on claims.
Read the coding guide →How we publish
These guides distinguish publisher claims, registry calculations and Open Model Weights measurements. We publish new topics only after source and editorial checks. See the methodology, hardware data and license evidence.