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OSS2026-09-17 · source-backed
necat101/Hierarchos-Native is a native Rust plus Vulkan backend for training and inference across 143 canonical architectures, with Hugging Face model_type aliases bringing the advertised registry to 224 spellings. The stated goal is testing how much of the modern Transformer ecosystem runs on Vulkan compute without assuming CUDA and PyTorch. Single-source and unbenchmarked against a PyTorch baseline, so the architecture count is a claim rather than a result, but a vendor-neutral training path is rare enough to track.
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Build b10677 fixes ggml_vk_graph_optimize, where is_src_of didn't treat two views of one tensor as dependent, so the optimizer reordered nodes across aliased reads and writes. Maintainers describe the result as silently wrong tokens under greedy decoding, different output on e...
For about a year, "run your agent locally" meant accepting a model that couldn't reliably call a tool twice in a row. That excuse is gone. Meta Superintelligence Labs published Muse Glimmer today: a 29.6B dense causal transformer, 52 layers, 6,656 hidden dim, with a ~1.8B ViT-...
Huang used his inaugural X post on July 24 to publish "Open Weights and American AI Leadership," a three-page letter on Nvidia's own servers signed by 25 companies including Meta, Microsoft, IBM, Mistral, Mozilla, Hugging Face, a16z, Palantir and the Linux Foundation. Within a...
Three moves, two days, no coordination between them. August 10–11: GitHub shipped Ollama as a BYOK provider inside Copilot for JetBrains (GitHub Changelog). Unsloth released Unsloth Desktop with a command literally named unsloth start claude, which points Claude Code and Codex...
I check Product Hunt maybe once a week and usually regret it. Today's board is worth reading as market structure. The July 30 leaderboard: SKI at 277 upvotes (free voice input for Claude Code and Codex). AI Search Console at 249 (prompt analytics and citation mapping). Memmy A...
1. Use claude agents --json to build session dashboards. Claude Code v2.1.145 outputs all live agent sessions as structured JSON with status, model, elapsed time, and parent relationships. Pipe it into a tmux status bar widget or session picker script for switching between bac...
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