Proof of Tensor Optimizations (PoT-O)
PoT-O is an upgraded Proof-of-Work concept where, instead of validating SHA-256 hashes, the proof demonstrates that a miner found an optimal tensor transformation path for a given challenge.
Why PoT-O?
Traditional PoW wastes energy on cryptographic hash puzzles with no useful output. PoT-O replaces this with tensor computations that:
- Produce useful work -- matrix multiplications, convolutions, and activation functions that mirror real AI inference tasks.
- Validate optimality -- proofs must demonstrate Minimum Message Length (MML) compression efficiency, not just brute-force hash collisions.
- Match neural paths -- the activation pattern through a feedforward network must match an expected signature, proving the miner executed the correct computational path.
Core Components
- Challenge Generator -- derives deterministic tensor tasks from Solana slot hashes
- AI3 Tensor Engine -- executes matrix ops, convolutions, and activations (ported from .AI3)
- MML Path Validator -- verifies Kolmogorov/compression optimality
- Neural Path Validator -- verifies activation pattern matching
- On-chain Program -- Solana Anchor program for proof verification and reward distribution
Quick Links
- How It Works -- detailed technical explanation
- Mining Guide -- start mining with native CPU
- ESP Mining -- IoT device mining setup
- API Reference -- HTTP API endpoints
- Extension Points -- developer extensibility guide