Contrary to popular belief, the surge of billion-dollar 'seed' rounds in AI doesn't guarantee venture-like returns. Drawing parallels with biotech's history of capital-intensive startups, new data suggests that only a tiny fraction of mega-funded first rounds deliver exceptional investor outcomes, challenging the perceived rewrite of the venture model.

Europe's tech ecosystem is witnessing a significant resurgence, with over €2.8 billion in funding deals reported this week, signaling a robust venture capital rebound. Major investments into hyperscalers like Nscale, deep tech pioneers such as Proxima Fusion, and strategic AI acquisitions underscore a growing confidence in the continent's innovation capacity and its pivotal role in the future of AI.

Anthropic has released version 0.115.0 of its SDK for Python, introducing new features such as support for Managed Agents event delta streaming and agent overrides. This update aims to enhance the functionality and usability of the Anthropics SDK, providing developers with more tools to work with AI models. The release is part of Anthropic's ongoing efforts to improve its offerings and stay competitive in the AI market.

The 246th LWiAI podcast breaks down Google’s Gemini 3.5 flash model, the multimodal Gemini Omni video engine, Elon Musk’s lost lawsuit, and OpenAI’s breakthrough on an 80‑year‑old Erdős geometry problem. We unpack the technical specs, market ripples, and what developers should watch next.