UpdatedWeights are listed: 23B active does not make this a 23B deployment
Follow the public shards, 428B total/23B active, serving recipe and community license, separating model use from self-hosting.
AI, from models to everyday life
Editor’s pick
NewEditor’s pick · Models and editable work
Kimi K3.1 Pro: what changes beyond 55?
Connect the official 3D entry and CAD evaluation to model access, Code tiers and speed quotas. Distinguish the image’s K3 High label from a new-model result.
Read this storyRecently published and updated
Updated
Topic · UpdatedDecisions is generally available: routing, probability and severity are different questions
Follow Decisions GA through probability, categories, severity, refusals and actions, with Jev versions, thresholds and costs kept within a matched task.
Full topic · Jev →
Topic · Updated1Password: why approving a sign-in still leaves a purchase decision
Continue past login interruptions while separating credential and sensitive-action approval, rollout, pending connections, plans and account domains.
Full topic · Personal AI partners →
NewHow do ChatGPT’s suggestions relate to the ad underneath?
OpenAI’s new architecture account helps separate answers, paid placements and purchases—and personalization from an ad-free experience.
Topics we keep following
Topic · UpdatedMeta models: from FAIR and Llama to Wonder
Connect FAIR and Llama’s open ecosystem with Wonder, Spark Open deployment conditions and leadership choices in a continuing trajectory.
Topic · FollowingOpus 5.5: making short films and a full music video
Connect capabilities and independent tests with editable films and playable games, following the choices made by models and people.
Topic · FollowingMeta Muse: from personal agent to portable hardware and everyday tasks
Continue connecting models, actual integration and portable hardware with everyday tasks.
Models: understand the source
Claude Opus 5.558max with fallbackClaude Sonnet 5.556max with fallbackMuse Wonder Full56maxKimi K3.1 Pro55Reasoning version; effort not named in source tableClaude Fable 5.153max with fallback
Artificial Analysis intelligence comparison ↗ · v4.3.2 · Source read
Compare included models at their highest tested settings, with display ties shared. See Models for the full scope and method.
Applications through real work
UpdatedWhy sound can drop out in an exported film
A v0.9.2 fix and our bounded synthetic-tone check separate document checks, export success and audio continuity.
Root Flow Flex update: currency, revisions and deposits
Corrects the unsupported USD label in the old Chinese text and adds current CAD service scopes, three revision rounds and deposit/balance terms. The original project contract, receipts and costs remain unknown.
The Oldest Tree: why did a changed face pass the checks?
A 2:53 local-AI progress film comes with character references, an age revision and shot-specific rework. Three original input portraits show how the maker separates being the same person from looking grown up.