
AI-Proven Quantum Computing Conjecture & AI Accelerating AI Research - AI News (Nov 10, 2026)
10/11/2026
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7:01
Support The Automated Daily directly: 15 free episodes a day, 5 editions, 3 languages, about $4 a day to produce. A coffee keeps it going: theautomateddaily.com/support Please support this podcast by checking out our sponsors: - Lindy is your ultimate AI assistant that proactively manages your inbox - https://try.lindy.ai/tad - Discover the Future of AI Audio with ElevenLabs - https://try.elevenlabs.io/tad - Effortless AI design for presentations, websites, and more with Gamma - https://try.gamma.app/tad Today's topics: AI-Proven Quantum Computing Conjecture - PSI says its AI research system, running on a non-public Anthropic model and checked with the Lean proof assistant, proved the Aaronson-Ambainis conjecture. The conjecture is a long-standing open problem in quantum complexity theory about when quantum computers can be exponentially faster than classical ones. AI Accelerating AI Research - Ajeya Cotra reads a new METR report as evidence that AI is already doubling the pace of AI research at Anthropic. A separate analysis suggests OpenAI's internal AI R&D time horizons may be doubling roughly every two months. AI Agents Redesigning Networks Mid-Training - Researchers placed an AI coding agent inside a neural network's training loop so it could change the model's architecture while it learns. The approach, called mechanistic intervention, reduced validation loss and improved results on reasoning tasks. OpenAI BioBasicsBench Lab Results - OpenAI's BioBasicsBench tests AI agents on routine wet-lab tasks using raw experimental data. GPT-6 Astra scored 66.7%, ahead of GPT-5.6 Sol at 43.8%, but it still made errors of scientific judgment. Warp Sciences AI Drug Discovery - Kevin Weil launched Warp Sciences with a $215 million Series A led by Lightspeed. The company plans to build an AI- and robotics-powered preclinical CRO in the US to speed up medicine discovery. Anthropic Project EVE Game Agents - Anthropic's Project EVE tested Claude agents in EVE Online and EVE Frontier, covering market trading and team coordination. The agents earned steady trading profits but rarely noticed when a teammate was secretly sabotaging them. Anthropic Layered Agent Memory Research - Anthropic describes agent memory as a layered system of transcripts, notes and consolidated knowledge. Experiments on a database benchmark and in Pokémon Red showed that selective memory and offline 'dreaming' improve long-running AI agents. GitHub Next Ace Multiplayer Agents - GitHub Next released Ace, an experimental open-source tool for collaborative, local-first agent workflows. Teammates share channels while agents run directly on the host's Mac with that user's privileges. AI Coding and Technical Debt - An essay and a Reddit thread argue that heavy reliance on AI coding tools inflates codebases and increases technical debt. They also point to weaker code review and lost engineering skills when human oversight fades. Notion AI Fireworks Security Incident - Notion says a breach at its vendor Fireworks AI may have exposed unattributed Notion AI chat transcripts from fewer than 1% of workspaces. Notion cut ties with Fireworks and recommends rotating any credentials shared in those chats. OpenAI Funding and CoreWeave Bonds - OpenAI reportedly raised $11 billion at a $1.25 trillion valuation while its IPO plans are delayed. Meanwhile, a CoreWeave 2032 bond yield rose above 16%, a sign of growing credit stress in AI infrastructure financing. Meta Muse Adds Custom Spaces - Meta added 'spaces' to its Muse app, letting users describe and build custom interactive experiences such as planners, trackers and games. The update moves Muse toward a personalized, user-built AI workspace. Rethinking Firms and AI Futures - John Nay argues for building AI-native firms like Norm Law instead of adding AI to old workflows. Patrick Collison asks what a positive mature AI society would look like and raises questions about AI moral worth. - Buildkite Updates Pricing with All-Access...
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