Claude video explains picking models and effort levels by task cost

Claude's video argues the cheapest model at the lowest effort isn't always the cheapest task: with Claude Fable 5.1, a more intelligent model can cost less to complete a task. It covers what determines task cost and which model and effort to pick for open-ended versus routine work.
1 source
More stories today
Kimi K3 arrives on Amazon Bedrock
AWS added the open-weight Kimi K3 model to Amazon Bedrock, pitching it as a way to match each workload with the right balance of capability, speed, and cost. AWS says it is building for a future where organizations adopt open-weight models at scale.
AWS AI Blog·1 hour ago

Microsoft touts best quality-price image gen performance
Mustafa Suleyman·2 hours ago
Yuval Noah Harari compares AI threat to Aztec fall on podcast
Historian Yuval Noah Harari argues on The Rest Is Politics that the Aztec Empire's failure to understand Cortés and the Spanish conquistadors is a parallel for the threat AI poses today. He says human intuition refuses to accept an "alien" intelligence.
The Rest Is Politics·2 hours ago
Global fintech scales coding agent traffic on Together's Dedicated Model Inference
A global fintech runs its coding assistant on GLM 5.2 via Together's Dedicated Model Inference, replacing static capacity planning that couldn't absorb spiky engineering-hours traffic. Engineers now scale endpoints and roll out models themselves, with concurrency rather than raw throughput as the design priority.
Together AI Blog·2 hours ago

Flyweight ships C++/CUDA engine to run MoE models beyond VRAM
Flyweight is a native GGUF inference runtime with OpenAI/Anthropic-compatible APIs and a chat UI, built to run MoE models that don't fit in VRAM using one consumer NVIDIA card plus system RAM. First PyPI release; author is seeking contributors.
r/LocalLLaMA·2 hours ago
Hollywood unions push back on existential AI warnings
SAG-AFTRA and WGAE told The Verge that apocalyptic AI warnings distract from job threats already facing entertainment workers. Disney, Netflix, Amazon and Lionsgate did not respond to requests for comment.
The Verge·2 hours ago

Gary Marcus and Helen Toner warn rushed agentic AI invites hacking at scale
Marcus argues the near-term threat is not rogue superintelligence but unleashed agentic AI enabling internet-scale hacking, citing a WSJ Opinion essay by Brian Gross. Toner notes that rushing AI development to beat China leaves models exposed to theft by Chinese hackers.
Gary Marcus·2 hours ago

ROK-FORTRESS benchmark tests AI safety across languages
Scale AI·2 hours ago