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![chiragdwk Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::477552157.png) chirag upadhyay [@chiragdwk](/creator/twitter/chiragdwk) on x XX followers
Created: 2025-07-20 19:01:33 UTC

🧠 Bittensor's open-source architecture leverages cryptographic consensus to ensure secure, transparent validation of AI contributions. Validators and miners collaborate to maintain network integrity, fostering a merit-based AI marketplace driven by economic incentives and d


X engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947008999448006919/c:line.svg)

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

[Post Link](https://x.com/chiragdwk/status/1947008999448006919)