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Image Editing on 10-Year-Old GPUs: NVIDIA P40 vs AMD Strix Halo

A deep dive into running FireRed-Image-Edit, a 57.7GB diffusion model, on two wildly different GPU platforms: four 10-year-old NVIDIA Tesla P40s from 2016 and a single AMD Strix Halo APU from 2025. Covers the precision and quantization challenges of Pascal GPUs, multi-GPU device orchestration, and the surprising performance parity between decade-old datacenter hardware and a modern integrated GPU.

Milk-V Mars Review: SiFive's RISC-V Enters the SBC Arena

Comprehensive review and benchmark analysis of the Milk-V Mars, a RISC-V single board computer powered by the StarFive JH7110 SoC with four SiFive U74-MC cores and 8GB RAM. Rust compilation benchmarks reveal it's the slowest board in our test fleet at 936 seconds average, but the board tells an important story about RISC-V's current state and the architectural diversity emerging in the SBC market.

Introducing Lattice: A Crystallization-Based Programming Language

An introduction to Lattice, a new programming language built around a novel crystallization-based phase system for managing mutability and memory. This post explores how Lattice's flux/fix/freeze/thaw/forge model differs from existing approaches like Rust's ownership, garbage collection, and traditional immutability, and why treating variable mutability as a physical phase transition leads to clearer, safer programs.