Loose posts

After finding himself playing project manager to three agents in three tabs, the author looks at Hyperagent Rooms, a shared space where several specialist agents and several people work the same job in parallel.

Korea University and Microsoft Research Asia measured time and CPU use across three agent types, finding that adding cores made a question-answering agent 13x faster but a web search agent only 4% faster.

The author imported an archive of 35,000 tweets into a local SQLite database with full-text search, used AI for initial screening and review, and ended up with only 35 clear deletion candidates.

Given 13 takes of a flubbed line, the model read the transcripts, compared the top three frame by frame, picked the best, cut, graded and captioned it, rewrote its own captions, and spent 90 cents in 2 minutes.

A programmer uses the free AI research workbench ScienceBuddy to search PubMed for the original papers behind a viral Xiaohongshu coffee claim, showing its trace panel.

Opus 5.5 completed a 29-second animation in Motion in a single pass, telling the story of a worker bee that produces about 1/12 of a teaspoon of honey in her lifetime.

Higgsfield shows Claude Opus 5.5 working with its tools to rebuild a building in Blender from a single photo and simulate its collapse.

A research AI automatically searched for and validated harness changes, and four surviving fixes cut token traffic by about 45% and API costs by a third without touching the model.

Claude Opus 5.5 generated the scenes, Higgsfield produced the visuals and Three.js linked the shots so viewers travel through a watchmaker's life from 1947 to 2027.

The author used Opus 5.5 with Lean and TLA+ to formally verify the Agent SDK, getting 16 PRs that fix bugs and race conditions from a few short prompts.

Higgsfield shows Claude Opus 5.5 building an octopus asset in Blender, from modeling to animation, described as AAA-quality and game-ready.

Claude Opus 5.5 and Higgsfield turn a charcoal drawing into a 3D Blender scene that keeps the sketch's texture as the camera moves around it.