Source: https://events.trymimetic.com/events/southbay/daytona-ai-researchers-stanford-december-2026-dec-2026 # Daytona AI Researchers - Stanford, December 2026 πŸ“… December 15, 2026 πŸ• 5:30 PM PT πŸ“ Stanford πŸ‘₯ 1 attending 🎟️ Free Β· Approval required ## What we're seeing - **Approval required Β· venue shared on acceptance** ## About This Event **Daytona AI Researchers - Stanford, October 6, 2026** On **Tuesday, October 13**, **[Daytona](https://www.daytona.io/)** and **[FounderCoHo](https://foundercoho.com/)** are again co-hosting an exclusive, high-signal evening dedicated to researchers at **Stanford University** to explore when we take long-horizon, stateful agents seriously β€” from the infrastructure that makes them possible, to the evaluation frameworks that make them trustworthy. ### **Agenda** ### β€‹β€‹β€‹β€‹πŸ•’ 5:30 pm – 6:00 pm **Welcome Reception and Opening Remarks** 🎀 **[Pramanya Guda](https://www.linkedin.com/in/pramanyaguda/)**, Ops & Community at Daytona --- ### πŸ•’ 6:00 pm – 6:15 pm **Talk "Today's Agents Don't Live In Episodes"** 🎀 **[Muhammad Annas Hashmi](https://www.linkedin.com/in/mu-hash/?utm_source=luma)**,DevRel at Daytona ### **​​​​​​Outline:** The 'episode' (short, stateless, resettable) has been RL's foundational abstraction since ATARI. It underpins the Gym API, GRPO, PPO, and the conventional sandbox lifecycle. Today's agents no longer fit it. Tasks span for days; the env state at hour 18 of an agent session with warm caches, installed deps, live processes, open sockets, dirty git tree, is worth hours of wall clock to reproduce. Three things are scaling simultaneously. Rollout horizon: seconds -> days. Env state: disposable between episodes -> first-class learning substrate. Branching: absent in modern LLM-RL -> speculative fork trees. Each stresses the inherited toolkit in a different way, and all three have been gated on the same missing primitives: VMs you can fork cheaply, pause without killing processes, snapshot mid-run, and resume hours later. This talk walks through what opens up when those primitives become available. Live demo of long-horizon sessionful rollouts, mid-trajectory forking, and cross-calendar-time training. The research questions that follow (long-horizon benchmarks, speculative RL algorithms, event-driven training, to name a few) are where the next wave of agent RL gets built. --- ### πŸ•’ 6:15 pm – 6:30 pm **Talk "**TBA" **🎀** **Speaker TBA** ### **​​​​​​Outline:** TBA --- ### πŸ•’ 6:30 pm – 6:45 pm **Talk "TBA**" **🎀** **Speaker TBA** ### **​​​​​​Outline:** TBA --- ### πŸ•’ 6:45 pm – 7:00 pm **Talk "**TBA" **🎀** **Speaker TBA** ### **​​​​​​Outline:** TBA --- ### β€‹β€‹β€‹β€‹β€‹β€‹β€‹β€‹β€‹πŸ•’ 7:00 pm - 8:30 pm ### ​Networking With food and beverages --- ### ​About event An engaging meetup designed for AI researchers to connect, share ideas, and explore the latest advancements in artificial intelligence. The event features informal networking, short talks, and discussions on current research trends, fostering collaboration and knowledge exchange within the AI community. ## Hosted by [Daytona](https://luma.com/user/daytonaio) ## Location πŸ“ [Stanford, CA](/events/venue/stanford) AI Meetup Networking Founders Talk GenAI Agents Research [Register for This Event](https://lu.ma/vxh2tjr9?utm_source=trymimetic&utm_medium=calendar&utm_campaign=ai_events) [17 more SOUTHBAY AI events this week](/events/ai/southbay) Free Growth Analysis ## Get a free growth analysis for your company See how your website, messaging, and go-to-market strategy stack up, in minutes. [Get My Free Analysis](/?utm_source=events&utm_medium=referral&utm_campaign=ai&utm_content=event_detail_cta) ## More SOUTHBAY events like this ### [SearchHack: Build the next layer of AI search](/events/southbay/searchhack-build-the-next-layer-of-ai-search-nov-2026) Today Β· 10:00 AM PT Sunnyvale, CA 292 attending High Signal ### [Top AI Researchers Roundtable & BBQ Party in Los Altos Hills](/events/southbay/top-ai-researchers-roundtable-bbq-party-nov-2026) Tomorrow Β· 3:00 PM PT Los Altos Hills, CA ### [Building the Resilient Enterprise: Data, Cloud, and AI in the Next Era](/events/southbay/building-the-resilient-enterprise-data-cloud-and-ai-in-the-next-era-nov-2026) Mon, Nov 16 Β· 12:00 PM PT 1045 La Avenida St, Mountain View, CA 94043, USA ### [Women in AI Breakfast hosted by Founders Bay @Snowflake](/events/southbay/women-in-ai-breakfast-hosted-by-founders-bay-snowflake-nov-2026) Tue, Nov 17 Β· 10:00 AM PT Menlo Park, CA [← Back to South Bay Events](/events/ai/southbay)