The board was wall-to-wall agent infrastructure today — a place to deploy agents like web apps, a card that lets one spend money, a directory for them to discover services, and a Fair Source desktop workspace to keep a human in the loop.
stripe directory search with structured JSON output and built-in agent skills to discover, evaluate, and integrate autonomously. A genuine piece of agentic-commerce plumbing rather than another SaaS.
Qwen flips the agent script with a model that predicts environments instead of acting in them, OpenAI tapes out its first custom chip, Claude moves into Slack as a shared teammate, and Europe and Baidu both ship open — plus a memory-cutting optimizer and a court that's warmed to abliteration.
Instead of acting as an agent, AgentWorld is trained to predict what an environment returns after an agent's action — across seven domains: MCP/tool-calling, search, terminal, software engineering, Android, web, and OS GUI. That makes it a substrate for training and offline-evaluating agents and for generating synthetic trajectories without hammering real systems.
The family ships as a 35B-A3B MoE (~3B active) plus a 397B-A17B variant, both open-weight on Hugging Face. On its own AgentWorld benchmark the little 35B-A3B scores 56.39 overall — beating DeepSeek-V4-Pro (52.97), GLM-5.1 (51.31), Kimi K2.6 (53.42), and even Qwen's own 397B (54.74) — with standout SWE (65.63) and OS (65.92) numbers.
The community is already sanding down Krea 2's rough edges with a better decoder, a solo dev turned a single image into a playable game on one GPU, and there's a tidy ComfyUI trick for Ideogram 4 brand palettes.
A strong local-first Mac haul today — a Finder command bar, an rsync GUI, an open Finder replacement, an on-device AI workspace with an evidence ledger, and a native traffic proxy that even speaks MCP — plus a self-hosted job-search cockpit and a 40KB data grid.