Agentic coding lab added to Building AI Assistants with On-Device Memory course

A viral graphic cited on r/ClaudeAI puts Anthropic's valuation at $2 trillion against $948 billion for 35 SaaS companies combined, with Anthropic quarterly revenue listed at $11.5 billion versus $53.4 billion for the group. The poster calls the comparison "absolutely insane."

Subject to stockholder approval, 5% of Anthropic's shares go into the fund, with an extra 2% added at the board's discretion for every 50% increase in company value above a baseline. The fund is a wholly-owned LLC barred from lobbying or political giving.

A Reddit user steered Claude through a Super Mario 64 demake for the Game Boy Advance without writing the code themselves, choosing the project, direction and trade-offs. Mario's physics are claimed to be bit-identical to the original.

Paper accepted at NeurIPS 2026 presents a library of synthetic time series generators and augmentations for pre-training time series foundation models, using a linear RNN. The synthetic data has already been used in Toto-2 and TS-ICL.

A Reddit creator used Krea 2 and MiniMax H3 inside ComfyUI to make a coastal-noir teaser for their song "No Rehearsals," citing character and visual consistency across scenes as the hardest part.