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Timestamps- 00:00 Introduction to Allo Capital and Deep Funding 01:05 Guest Introduction: Devansh Mehta & Info Finance 01:57 Deep Funding Overview and Vitalik's Role 02:47 Kaggle-style AI Pilot and AI-Human Alignment 05:27 What is Info Finance? Explained with Examples 07:11 Repo Weights and Feedback from the Community 10:30 Composite Models and AI Agent Ensemble 11:20 Call for Submissions: Join the Deep Funding Contest 13:20 Future Scope Beyond OSS Dependency Graphs 13:57 Challenges: Sybil Attacks and Data Decay 17:28 Web3's Cost & Profit Center Gap vs. Web2 19:18 Rewarding OSS Creators Programmatically 22:13 Reducing Friction in Funding with Standards 23:46 Balancing Transparency, Neutrality & Incentives 26:48 Licensing: From MIT to GPL and New Models 33:42 Sybil Resistance & Fresh Data with Prediction Markets 35:50 Market-Based Repo Weight Arbitrage 37:54 Using Financial Tools in Grantmaking 40:07 Prediction Markets for Sybil Resistance (Proof of Stake) 43:25 Regen Meets Degen: Aligning Incentives 46:25 AI Agent Timing & Market Prediction Insights 48:34 Hedge Fund Tools for Public Goods Funding 50:09 Routing Fees and Vault-Based Yield Allocation 53:28 Devansh's Journey into Deep Funding 54:57 How to Get Involved (Telegram, AI Agents, Jury) 56:13 Expanding Beyond OSS: Science & Journalism 58:02 Final Reflections and Opportunities 58:31 Disclaimer and Crypto Disclosure