White House AI task force to report on technology's risks

Willison argues pay-by-usage services need hard caps that cut off usage and return errors after a set monthly spend, not soft warning emails. He notes AWS launched spending limits a few weeks ago, and says AWS is the service he most wants this from.

The release fixes Bash deny/ask rules being skipped under sandbox auto-allow when a bare variable assignment precedes the command, and stops user plugins from rewriting org-managed MCP server sign-in tool descriptions. Agents gain agent.spawn for shared teammates, with unified agent IDs and clarified idle/waiting states.

A developer hosted a private WoW server and built a browser client playable on PC or mobile for free at jankcraft.xyz, then added a custom MCP and agent harness to drive it. Qwen was used to play the game via the client.

A Hugging Face blog post titled "The Agent Said It Was Done. The Database Disagreed." examines the gap between an AI agent's self-reported task completion and actual database state. No further details were available in the source snippet.

LFM2.5-Encoder-350M is a multilingual bidirectional encoder built on the LFM2 architecture, described as the larger variant for maximum downstream quality. It uses full bidirectional attention as a masked language model, designed for fine-tuning into task-specific models such as classification.

Nebius Token Factory's Dylan Bristot and developer advocate Sujee Maniyam walk through the trade-offs of running open LLMs in production, noting open models have nearly caught up with proprietary ones while fast, cheap serving remains the hard part.

A user stitched 20 overlapping photos of their office into a RefMod reference to keep locations consistent across Minimax H3 generations. They note the reference may not even need to be a RefMod.