OVF
5/10 sections recovered · name · match catalog description · match catalog cover · match catalog tags · match catalog submissions · match catalog
1 fund applications
Creating a transparent & verifiable validation of AI & Data using consensus-based approach with economic incentives
AIDataWeb3 Security Practices decentralizedai-technologyeducationopen-infrastructure
Project details match catalog
About
How do you know which AI model is best for you? How do you know if the model is biased or not? How do you verify the accuracy reports of the AI companies? If you are an AI company, how do you know that you got the best quality data to train your AI?
Impact
OVF solves five key problems in the AI validation space: Lack of transparency in data labeling and model validation processes High costs associated with maintaining centralized infrastructure Security risks stemming from single points of failure
Progress
launched the MVP on Eigen Layer Testnet
Team
* * Founder of 3 companies in the USA, India, and UAE. An accomplished engineering + cyber security leader with 19+ years of industry experience including 7+ years as an entrepreneur building B2B companies, SDKs, SaaS products, teams, and practices i
Funding
No displayed figures preserved for this project.
Fund applications
| Season | Fund | Status | Applied |
|---|---|---|---|
| Season 5 | Venture Miner Fund for Vibe Coders | submitted | 2025-04-17 |
Season totals as displayed on the platform's public accounting — not a statement of amounts paid out. V2 = Venus sales + Venus extras. The original page also broke each season down by fund drive and showed an Available (unclaimed) balance; that level of detail survives only on the preserved snapshots.
Leaderboard page (offline): https://artizen.fyi/projects/ovf
Wayback: leaderboard page ↗ · Wayback: platform page ↗
Not recovered: creator, links, funding, drives, snapshot. Sources: "snapshot" = verbatim Internet Archive page · "platform metadata" = archived artizen.fund page metadata · "leaderboard" = the artizen.fyi public accounting tables · "match catalog" = the platform's public fund-matching catalog (captured 2026-10-15, generated 2026-09-07) · "community catalog" = a June 2026 platform scrape preserved in a community repo.
Top siblings
Projects that applied to the same funds.
| Project | Shared funds | Raised | |
|---|---|---|---|
| 1. | FutureZoo What if the most powerful force in conservation isn’t protection, but connection? | Venture Miner Fund for Vibe Coders | $215,046 |
| 2. | subcult Modern music licensing, distribution and digital radio infrastructure | Venture Miner Fund for Vibe Coders | $145,111 |
| 3. | Feynman WTF Discover Science & Research in 60 words | Venture Miner Fund for Vibe Coders | $123,572 |
| 4. | DreamStarter.xyz ✨ The right to dream, for every human being. Free AI agents that do the marketing so your d… | Venture Miner Fund for Vibe Coders | $101,599 |
| 5. | Unfold - The Human Curriculum Applied psychology and neuroscience for better living, deeper self-discovery, and more hu… | Venture Miner Fund for Vibe Coders | $23,929 |
| 6. | Fighters Unbound - Art That Moves You We are building Fighters Unbound, where art will inspire and guide people through yoga an… | Venture Miner Fund for Vibe Coders | $23,499 |
| 7. | HOPE An EP of five experimental tracks ministering hope out of brokenness. | Venture Miner Fund for Vibe Coders | $20,814 |
| 8. | adopt a tree Building climate-smart communities by teaching kids tree planting and agroforestry skills. | Venture Miner Fund for Vibe Coders | $14,777 |
Other funds of top siblings
WildSeed Creators Fund Terminus Fund for Network States Bonfires Fund for Agentic Creativity Cyberdelic Fund for Expanding Consciousness FWB Fund for Builders INTERSECTIONS Fund for Techno-Artists Solarpunk Futures Fund HyperDeSci fund for Open Science