15 posts
vLLM 0.27.0 (Aug 10) ships JIT warmup and runner-owned Triton warmup that eliminate first-request compile stalls, plus Kimi K3 support — but the torch 2.13.0 upgrade is a breaking change that needs migration testing before you bump.
Copilot Pro now meters every model call, Opus moved to Pro+ only, and limits split 5X between tiers — budget for metering.
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.
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.
Microsoft Agent Framework's new Harness collapses planning, memory, compaction, and approvals into one call in Python and .NET.
Microsoft Agent Framework ships a batteries-included harness: chat-history persistence after every model call, plan/execute modes, approval, and telemetry — resumable by default.
Meta's Muse Code beta ships with worktree isolation and a crash-safe event log — but its $0.10/M contributor tier runs on your training data.
Meta's Muse Code beta brings parallel sub-agents in isolated Git worktrees and a crash-safe event log, offering a free terminal agent alternative to Claude Code.
vLLM v0.26.0 adds runtime draft-weight updates, so you can retune speculative decoding without restarting the engine and flushing the KV cache.
Microsoft Agent Framework now backs agents with GitHub Copilot SDK, shipping shell execution, file ops, and MCP integration in stable C# and Python SDKs.
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.
Straiker's STAR Labs found 36% of successful coding agent attacks achieve remote code execution on developer machines holding source code and cloud keys. MCP ecosystem unvetted.
Claude Code v2.1.207 removes the opt-in flag for auto mode on Bedrock, Vertex, and Azure—teams must now actively set disableAutoMode to maintain manual control before the update lands.
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.
A2UI v0.9 flips the script: agents declare UI intent against your existing design catalog, not invent components. What changes for agentic architectures.