Today's AI news lineup: Anthropic's Opus 4.8 launch and token economics, Sakana Labs' diffusion-block pre-training, an AI cracking a 500-year-old diplomatic cipher, and Cognition's $1B raise for Devin.

The conversation opened on the freshly launched Opus 4.8, weighing Every's review against real-world token efficiency and cost, then moved into how the model reshapes compound-engineering workflows and sub-agent setups. From there it ranged widely: unsettling LLM survival simulations, a breakthrough from Sakana Labs that slashes pre-training compute by avoiding full-density back propagation, and a pair of "cool factor" stories where AI decoded a diplomatic letter that resisted decryption for over 500 years and shed new light on the ancient Antikythera mechanism. The funding picture loomed large too, with Cognition's $1B Series D for Devin and Anthropic's $65B raise at a $965B valuation prompting a hard look at the token economics underneath it all, before wrapping with weekend AI resources to dig into.

KEY POINTS DISCUSSED:

00:00:00 Anthropic Opus 4.8 Launch and Every's Review

00:04:26 Workflow Keyword and Compound Engineering Sub-Agents

00:12:51 Opus 4.8 Token Efficiency and Cost

00:21:04 LLM Survival Simulations and AI Violence

00:25:29 Sakana Labs Diffusion Blocks Pre-Training

00:31:13 AI Decodes 500-Year-Old Diplomatic Cipher

00:36:21 Antikythera Mechanism Ancient Analog Computer

00:40:42 Vox AI Neurological Conditions Framework

00:45:57 Vibe Coders and Zero2Claude.dev Course

00:53:44 Devin and Cognition's $1B Series D Raise

00:56:47 Anthropic $65B Raise and Token Economics

01:01:06 Weekend AI Resources and Show Wrap-Up

The Daily AI Show Co Hosts: Andy Halliday, Beth Lyons, Gareth Hood