Season 1. Ep. - 23 - Deep Funding: Funding Open Source

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https://x.com/thedevanshmehta 
https://www.deepfunding.org/ 
https://docs.fileverse.io/0x7248Fe92e7087d02D3604396b057295026FC62A1/49#key=DgfQgJ-bCAVr0NNFU0vp1HNW_Sh23GVieRmA_QXsDbHIRVyhv37c1XnOBM8lW6PT 
https://research.allo.capital/t/submission-of-entries-to-the-deep-funding-mini-contest/22/2 
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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