LunarCrush LLM | post/tweet::1947276178186031457

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![bored_vic Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::45579612.png) Bored Vic [@bored_vic](/creator/twitter/bored_vic) on x 3586 followers
Created: 2025-07-21 12:43:14 UTC

Just watched Ram break down the X biggest issues in AI right now, and honestly, it makes it clear why we need something like @OpenLedgerHQ👇:

X. AI is too general
Most models are trained on internet junk. To really add value, AI needs specialized, high-quality data, but no one’s built a proper platform to collect that data collaboratively.

X. AI is too centralized
Big Tech owns the models, the infra, and the outputs. Feels like Web2 all over again. This time, we have a chance to build it open and shared, let’s not miss it.

X. AI is a black box
No transparency, no traceability. Why did a model say that? Who knows. If we want AI in real-world apps (like health, law, finance), we need models that are explainable and auditable.

That’s where OpenLedger steps in 🐙

✅ Collaborative model training
Anyone can contribute niche, verified data and get rewarded.
For example, a DeFi model trained on real governance data submitted by protocol contributors.

✅ Open infra, co-owned by the community, no gatekeepers
Models you can use and govern - $OPEN holders vote on which models get trained and deployed.

✅ Full attribution & explainability
Every model output is traced back to the exact data that influenced it, e.g. a legal AI that shows you which court cases shaped its answer.

This is how we build AI the right way, transparent, specialized, and owned by the people.

OpenLedger🫡

![](https://pbs.twimg.com/media/GwYdWzlasAEweP3.jpg)

XXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1947276178186031457/c:line.svg)

**Related Topics**
[stack](/topic/stack)
[specialized](/topic/specialized)
[openledgerhq](/topic/openledgerhq)
[coins ai](/topic/coins-ai)
[vic](/topic/vic)

[Post Link](https://x.com/bored_vic/status/1947276178186031457)

[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.]

Bored Vic @bored_vic on x 3586 followers Created: 2025-07-21 12:43:14 UTC

Just watched Ram break down the X biggest issues in AI right now, and honestly, it makes it clear why we need something like @OpenLedgerHQ👇:

X. AI is too general Most models are trained on internet junk. To really add value, AI needs specialized, high-quality data, but no one’s built a proper platform to collect that data collaboratively.

X. AI is too centralized Big Tech owns the models, the infra, and the outputs. Feels like Web2 all over again. This time, we have a chance to build it open and shared, let’s not miss it.

X. AI is a black box No transparency, no traceability. Why did a model say that? Who knows. If we want AI in real-world apps (like health, law, finance), we need models that are explainable and auditable.

That’s where OpenLedger steps in 🐙

✅ Collaborative model training Anyone can contribute niche, verified data and get rewarded. For example, a DeFi model trained on real governance data submitted by protocol contributors.

✅ Open infra, co-owned by the community, no gatekeepers Models you can use and govern - $OPEN holders vote on which models get trained and deployed.

✅ Full attribution & explainability Every model output is traced back to the exact data that influenced it, e.g. a legal AI that shows you which court cases shaped its answer.

This is how we build AI the right way, transparent, specialized, and owned by the people.

OpenLedger🫡

XXX engagements

Engagements Line Chart

Related Topics stack specialized openledgerhq coins ai vic

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