Edge Deployment Articles

Step-by-step guide to cross-compiling BitNet for ARM64 and RISC-V — with toolchain setup, kernel patches, benchmarks, and debugging tips for CPU inference.

BitNet cuts real-time edge inference latency to under 40ms/token on CPU-only devices — here’s how to achieve it with runtime tuning, model pruning, and system optimization.

Deploy BitNet 1-bit LLMs securely in air-gapped environments using CPU inference, static binaries, and cryptographic verification — no internet, no GPU, no compromise.

Build fully offline, private chatbots with BitNet — 1-bit LLMs optimized for CPU inference on edge hardware. No GPU, no cloud, no compromises.

Run 1-bit LLMs natively on Android and iOS with BitNet: zero GPU deps, <100MB models, and 5+ tokens/sec on stock CPUs. Full deployment guide included.

Run 1-bit LLMs like BitNet on microcontrollers with CPU inference—no GPU, no cloud. Learn memory layout, quantization, and real-world benchmarks.