Verifiable Inference
Process of Inference on DeepSol
DeepSol aims to protect sensitive AI computations and ensure the integrity of results.
Data Confidentiality: AI tasks execute within hardware-based TEEs (Trusted Execution Environments) like Intel TDX and AMD SEV, ensuring data remains encrypted and inaccessible to external entities.
Result Integrity: ZK-SNARKs cryptographic proofs validate computation correctness without revealing underlying data or model details, preventing result tampering.
Network Security: Solana's consensus mechanism and DeepSol's Layer2 architecture provide robust protection against common blockchain attacks.
DeepSol delivers high-performance AI computations with several key performance advantages:
High Throughput: Our specialized Layer2 architecture supports matrix operation verification, achieving 23x higher throughput than traditional ZK Rollups.
Low Latency: Dynamic resource scheduling with a modified Hungarian algorithm matches tasks to resources within 200ms, ensuring rapid response times.
Scalability: The elastic compute fabric efficiently allocates resources across regions, maintaining performance during peak demands.
Transaction Initiation
User/AI Agent Action: A user or AI agent creates a transaction with input parameters, a signature, and specified fees.
AI Task Details: The transaction includes specifics about the AI model and computation requirements.
Resource Node Allocation
Network Distribution: The transaction is routed to a suitable resource node based on real-time network conditions and resource availability.
Dynamic Scheduling: Utilizing a modified Hungarian algorithm, tasks are matched to resources within 200ms, optimizing for computational, memory, and bandwidth needs.
AI Task Execution
Secure Environment: The AI task runs in an isolated environment ensuring data confidentiality and integrity.
Computation Process: The AI model processes input data to generate results.
Proof Generation
Cryptographic Proof: A ZK-SNARK proof is generated post-computation, validating the task's correctness without exposing sensitive information.
On-Chain Verification
Proof Submission: The ZK-SNARK proof and transaction results are submitted to Solana's blockchain.
Validation: Solana nodes verify the proof efficiently, ensuring the computation's validity.
Final Confirmation: Once verified, the transaction is included in a Solana block, ensuring immutability.
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