CUDA Rust Lets You Write GPU Kernels Natively in Rust
NVIDIA's CUDA Rust gives Rust developers two tracks — SIMT via cuda-oxide and Tile via cutile-rs — to write GPU kernels natively in Rust, compiled to PTX, with compile-time memory safety.
#open-source
18 posts
Asahi Linux Goes Official on M3 — But Skip It for GPU Work
Asahi Linux officially supports M3 Macs via the installer's Expert mode. Everything works except the GPU and sleep — here's what to expect.
Your 4-Bit Model Can Now Beat Its 16-Bit Original
Quantization-Aware Healing distills a 4-bit model from the pre-compression teacher, winning 7 of 9 benchmarks over its bf16 source.
Granite 4.2 Brings Agentic RL Down to a 3B Open-Weights Model
IBM's Granite 4.2 — 3B/8B/30B, Apache 2.0, 512K context, thinking/non-thinking switch, and agentic RL on 8B/30B with real SWE, terminal, and search environments.
Qwen 3.8-27B: 73 on Terminal Bench 2.1 and Still a 24 GB Model
Qwen 3.8-27B is the new dense flagship you can run on a single 24-32 GB GPU. It jumps to 73.0 on Terminal Bench 2.1 (up from 63.4), adds native image and hour-scale video understanding, and ships under Apache 2.0. What changed versus Qwen3.6-27B, how to run it at 4-bit, and the catches I would watch.
Hybrid-Attention Models Finally Run Offline in vLLM
vLLM v0.27.0 lets hybrid SWA+full attention models run through offline inference, closing the gap between eval and serving — plus a breaking torch 2.13 upgrade.
Your Agents Can Idle Free on a Managed Runtime
Microsoft's Agent Framework Harness and Foundry Hosted Agents hit GA August 3 — a consumption-billed runtime with per-session isolation and scale-to-zero. Here's what it costs and where CodeAct fits.
Your Next Agent Gets Planning, Memory, and Approvals in One Call
Microsoft Agent Framework's new Harness collapses planning, memory, compaction, and approvals into one call in Python and .NET.
Retune Draft Models Without Restarting vLLM
vLLM v0.26.0 adds runtime draft-weight updates, so you can retune speculative decoding without restarting the engine and flushing the KV cache.
GitHub Copilot SDK Powers Production Agents in MAF v1.0
Microsoft Agent Framework now backs agents with GitHub Copilot SDK, shipping shell execution, file ops, and MCP integration in stable C# and Python SDKs.
Ruflo's MCP Bridge Exposes 233 Tools Without Auth—CVE-2026-59726
CVE-2026-59726 lets unauthenticated attackers execute shell commands, steal LLM keys, and poison agent memory via Ruflo's exposed /mcp endpoint. Upgrade to 3.16.3 and audit immediately.
Agents Now Call Physics Solvers Like Any Tool
NVIDIA embeds sparse linear algebra solvers into the Agent Toolkit—cuISS, cuDSS, cuEST—so autonomous design agents call physics simulation without leaving the flow. Free libraries, GPU-only execution.
MCP Servers No Longer Need Session Affinity—Deploy Like Any Cloud App
MCP protocol drops session-based architecture July 28, making agents scale horizontally without sticky routing. New SDKs support both old and new versions, but sampling deprecation requires network auth changes.
TypeScript 7 Cuts Builds 8–12×, But Vue and Svelte Wait Until 7.1
TypeScript 7.0 stable (July 8) ships a native Go compiler that slashes build times by 8–12× — but Vue, Svelte, and Astro lose template type-checking until the programmatic API stabilizes in 7.1.
295B Parameters, 21B Active—Hy3 Proves Size Isn't Agent Performance
Tencent's Hy3 benchmarks between models 2–5x larger by parameter count. 256K context, Apache 2.0, 1 yuan per million input tokens. The catch: vendor benchmarks need independent testing.
Task-Specific Logic Compiles to 23MB Files Running Offline on 600M Models
University of Waterloo's PAW system compiles fuzzy-function specs into 23MB LoRA adapters that match 32B model accuracy on a 600M interpreter—no API calls, no cloud dependency, 30 tok/s on MacBook M3.
Your Agents Must Now Reuse Your Design System
A2UI v0.9 flips the script: agents declare UI intent against your existing design catalog, not invent components. What changes for agentic architectures.
Introducing Azure DevOps Workflow: Manage Work Items Without Leaving VS Code
A VS Code extension that brings Azure DevOps sprint boards, work item management, and AI-powered assistance directly into your editor.