[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

![chiragdwk Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::477552157.png) chirag upadhyay [@chiragdwk](/creator/twitter/chiragdwk) on x XX followers
Created: 2025-07-19 13:12:56 UTC

🚀 Bittensor's open, merit-based competition fosters a truly decentralized AI ecosystem. Anyone can contribute models or compute, and validators ensure transparent validation—eliminating black-box biases. This collective approach surpasses traditional centralized AI lab


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946558877727613333/c:line.svg)

**Related Topics**
[coins ai](/topic/coins-ai)
[decentralized](/topic/decentralized)

[Post Link](https://x.com/chiragdwk/status/1946558877727613333)