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Infra2026-04-21 · source-backed
Tom's Hardware confirms the first sub-$1000 GPU with enough VRAM for serious local inference. Runs Qwen 3.5 27B at 4-bit at ~13 tok/s single-request. Intel's software stack still trails CUDA, but the hardware price point changes the local inference calculus.
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PR #19378 landed in llama.cpp this week, and I think most people are underselling what it means. Backend-agnostic tensor parallelism via --split-mode tensor makes multi-GPU inference work across AMD, Intel, and Apple Silicon. Not just CUDA. Everything. For context: llama.cpp h...
Xeon 6+ scales to 288 efficiency cores with 2.5x performance and 45% better perf-per-watt. Crescent Island is a 350W air-cooled PCIe GPU with up to 480GB LPDDR5X for low-TCO inference (Intel). The "not NVIDIA-locked" pitch is going to matter more as buyers feel the bill. Optio...
Streams model layers through GPU memory via PCIe with an optional NVMe-to-GPU bypass. Runs Llama 3.1 70B on a single RTX 3090 (24GB VRAM). Warning: NVMe bypass mode can brick your drive — never use on your boot drive. Non-bypass mode alone is a serious consumer-hardware infere...
Victor Taelin's Bend 2 went public on September 17 and took 502 points on Hacker News. The repo is at 21,032 stars. The mechanism: you write theorem statements in a LAWS.bend file, for example law add_zero: for x: Nat {Nat.add(x, 0n) == x : Nat}. The AI writes the discharging...
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-...
ANE is trending at 7,070 stars for doing what Apple doesn't permit: training, not just inference, on the ANE. Core ML exposes it for inference only, so every on-device fine-tune to date has fallen back to GPU via Metal. If it holds up, the power and thermal math for local trai...
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