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Pngine: New S-Expression Format Turns WebGPU Code Into Runnable PNG Files

An independent developer has released pngine, a declarative language and runtime built over 2.5 years that lets programmers describe WebGPU shaders and pipelines using S-expressions mirroring the WebGPU spec directly. The tool validates configurations via WGSL reflection without needing a live GPU context, offers an LSP for real-time error checking, and can export projects as a single HTML file, a ZIP, or even a self-contained PNG image holding compiled bytecode.

Developer shares custom agent.md file to curb messy LLM-generated code

A developer recounts a year of experimenting with LLM coding assistants, from unusable output in mid-2025 to functional but messy 'spaghetti code' by early 2026. After growing tired of repeatedly correcting the same style issues in agentic tools like Antigravity and Claude Code, they created a persistent instruction file called agent.md that encodes coding style preferences so the AI applies them automatically in every session.

Canonical backs Bristol PhD to automate C-to-Rust code conversion

Canonical is funding a three-year PhD project at the University of Bristol's Programming Languages Research Group aimed at automatically converting large C codebases into Rust. UK Research and Innovation is providing matching funds, and the project will be led by student Alex Wood under Professor Meng Wang, with Dr. Cristina David and Canonical's Jon Seager as co-supervisors.