[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.]  CRYPTOWAY ⚔️🚀 [@0x_cryptoway](/creator/twitter/0x_cryptoway) on x 1628 followers Created: 2025-07-19 12:47:14 UTC . @DataHaven_xyz AI ecosystem is starting to thrive and leading the charge! DataHaven is a decentralized storage network designed specifically for AI models. It’s built to resist censorship and tampering, making sure that once a model is stored, it stays exactly as it was verifiable through cryptographic proofs. 🔐 Tamper-Proof Storage At the core of DataHaven is a system called Merkle Tries. Each AI model is split into hashed chunks and is organized into a tree-like structure. The final “root hash,” which represents the entire model, is stored on-chain. This makes it easy to verify the integrity of any model at any time. 🗃️ Types of Storage Providers Main Storage Providers (MSPs): These are optimized for performance. Whether you need lightning-fast access via CDN-backed storage or just want the most cost-efficient long-term option, MSPs give you that flexibility. Backup Storage Providers (BSPs): These store encrypted copies of models and regularly prove their availability using something called Merkle Forest proofs. ✅ Proof of Integrity Model creators and users can verify that the AI model being used hasn’t been tampered with. This ensures that any inference or prediction is being run on the original, unmodified model. 🧠 Federated Learning & Fine-Tuning Checks DataHaven can also store training datasets and logs from model updates. This lets teams verify that any fine-tuning was done properly and helps defend against hidden or malicious changes. ___________ Other top projects I’m looking out for $LINEA @LineaBuild $POD @avantisfi @partofdream_POD  XX engagements  **Related Topics** [coins storage](/topic/coins-storage) [decentralized](/topic/decentralized) [coins ai](/topic/coins-ai) [Post Link](https://x.com/0x_cryptoway/status/1946552409490350135)
[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.]
CRYPTOWAY ⚔️🚀 @0x_cryptoway on x 1628 followers
Created: 2025-07-19 12:47:14 UTC
. @DataHaven_xyz AI ecosystem is starting to thrive and leading the charge!
DataHaven is a decentralized storage network designed specifically for AI models. It’s built to resist censorship and tampering, making sure that once a model is stored, it stays exactly as it was verifiable through cryptographic proofs.
🔐 Tamper-Proof Storage
At the core of DataHaven is a system called Merkle Tries. Each AI model is split into hashed chunks and is organized into a tree-like structure. The final “root hash,” which represents the entire model, is stored on-chain. This makes it easy to verify the integrity of any model at any time.
🗃️ Types of Storage Providers
Main Storage Providers (MSPs): These are optimized for performance. Whether you need lightning-fast access via CDN-backed storage or just want the most cost-efficient long-term option, MSPs give you that flexibility.
Backup Storage Providers (BSPs): These store encrypted copies of models and regularly prove their availability using something called Merkle Forest proofs.
✅ Proof of Integrity
Model creators and users can verify that the AI model being used hasn’t been tampered with. This ensures that any inference or prediction is being run on the original, unmodified model.
🧠 Federated Learning & Fine-Tuning Checks
DataHaven can also store training datasets and logs from model updates. This lets teams verify that any fine-tuning was done properly and helps defend against hidden or malicious changes.
Other top projects I’m looking out for $LINEA @LineaBuild $POD @avantisfi @partofdream_POD
XX engagements
Related Topics coins storage decentralized coins ai
/post/tweet::1946552409490350135