1-Bit Fundamentals
What BitNet b1.58 Means — and What It Does Not
A source-backed introduction to ternary weights, BitNet b1.58 research, and the difference between a model-training method and an inference runtime.
8 min readRead guide →
01101100
1-Bit LLM Revolution
Master 1-Bit LLMs & Run AI on CPU
Learn from source-backed guides about BitNet, the official bitnet.cpp runtime, and reproducible CPU inference. Every technical claim is linked to its primary source or clearly labeled as a procedure.
4
Reviewed Guides
Free
All Content
Primary
Sources Linked
Editorial library
Reviewed BitNet Guides
Each guide has a named editor, a review date, and links to primary technical sources.
Getting Started
Build the Official BitNet Runtime on Linux: A Pre-flight Checklist
Follow the official bitnet.cpp build path with explicit version checks, a reproducible command log, and safe troubleshooting boundaries.
10 min readRead guide →
Performance Tuning
How to Benchmark BitNet on CPU Without Misleading Yourself
A reproducible benchmark protocol for bitnet.cpp that separates prompt processing from generation and publishes the context needed to interpret a result.
9 min readRead guide →
Research & Papers
How to Read 1-Bit LLM Claims Responsibly
A practical framework for separating a paper’s result, a released model, a runtime benchmark, and a claim that still needs evidence.
8 min readRead guide →
Explore Focus Areas
Start with a guide that matches the decision you need to make.
🧠
1-Bit Fundamentals
Learn what ternary weights mean and where a 1.58-bit claim applies.
Browse guide →🚀
Getting Started
Follow a source-backed pre-flight checklist for the official runtime.
Browse guide →⚡
Performance Tuning
Measure CPU inference with a repeatable workload and complete context.
Browse guide →📚
Research & Papers
Separate research results, released models, runtimes, and local measurements.
Browse guide →Get Reviewed BitNet Updates
Receive an occasional update when a source-backed BitNet guide is reviewed or published.
Free forever. No automated daily publishing.
Need a source checked?
Send a question or correction. We prioritize practical requests and update guides with a visible review date.