I’ve been building Liatir, a local-first desktop app for bioinformatics: native tools, local AI models, custom plugins and visual pipelines, all running locally on your own machine.
Built with Rust/Tauri. I’ve now open-sourced it.
https://t.co/PD0TONb1cH
Built DecGuard, an open-source reliability layer for probabilistic AI decisions.
Contracts, calibration, fuzzing, regression tests, replay and CI gates — across interchangeable backends like Kev and Jev.
https://t.co/gmuXIlNnnC
I published a technical research article:
Cross-backbone decision behavior can transfer without target labels, but the learned shared DecisionCore itself did not show reusable value.
Paper: https://t.co/S2OD3gVvwK
Repo: https://t.co/AtI6GitVd2
I open-sourced Scrollcase: a way to package Python, Node or native apps into self-contained, signed boxes with locked dependencies. No Python, Node, compiler, dependencies, Docker or anything needed on the target machine. #opensource
https://t.co/jnYFtconXI
I was already keeping repo context in Markdown because I didn’t want it locked inside one AI tool.
I turned that workflow into Syngraphe: Git-native context behind AGENTS.md, with checks, stats and a GitHub Action. #opensource
https://t.co/fKWmM0uh83