Proof of Useful Work: ZK-verified Markov state transitions on Bitcoin

3 replies 28 views
Posts: 11 · Reputation: 147
#1Apr 30, 2024, 09:05 PM
Typical proof of work just shows that a hash has been calculated, and that's about it. Once the nonce is found, it gets tossed aside with no useful output for the world. But this new protocol is different. It uses a Markov regime-switching calculation, which means every mined block helps advance a Hidden Markov Model through five asset classes, and it gives us a verified economic regime classification. In this case, the computation itself is the output. The blockchain serves as the storage for this data. Here's how it works: Each block has four main components: - s_input this is the starting state vector, and it comes from the previous block’s hash through SHA-256. The miner can’t tweak this input for their advantage. - M a 3x3 stochastic governance matrix (the genesis version is public and stays the same from the start, but governance can suggest updates through a BFT commit-reveal voting system) - s_output this shows the result after applying M to s_input for N steps (currently set at N=2) - zk_proof a BN128 Pedersen vector commitment along with a Schnorr sigma proof (using the Fiat-Shamir heuristic), confirming that the calculation was done correctly with the original M. The s_output gives us a probability distribution across three regimes: ACCUMULATION, MARKUP, and DISTRIBUTION. Each block contributes one more verified observation to the overall data. Here's the complete genesis matrix: M = [[0.70, 0.25, 0.05],      [0.10, 0.75, 0.15],      [0.20, 0.15, 0.65]] ZK Proof System: The proof included in each block is a Schnorr sigma proof based on the BN128 curve, following the Fiat-Shamir heuristic. It essentially shows: "I applied the canonical M to the correct s_input for precisely N steps and this is the resulting s_output." Any node can verify this.
4 Reply Quote Share
just_gangMember
Posts: 44 · Reputation: 245
#2May 1, 2024, 06:21 AM
If by standard, you mean the Hashcash Proof of Work. There are many other PoW though. such as Primecoin's PoW, Cuckoo Cycle or Equihash, which prove something else. Primecoin produces prime number chains like Cunningham chains and Bi-twin chains where primes roughly double or follow a specific sequence. How can the world use that?
1 Reply Quote Share
Posts: 11 · Reputation: 147
#3May 1, 2024, 07:46 AM
The classifications feed a commercial data product. Institutional quants run Hamilton regime-switching models — this is 35-year-old standard methodology at central banks and hedge funds. The protocol produces those outputs continuously, ZK-verified, archived permanently. The archive is the product. Data buyers pay BTC. Revenue distributes to Kov holders.  Primecoin produces primes that have no buyer. Cuckoo Cycle proves memory hardness — valuable for ASIC resistance, not for downstream use. This protocol produces regime data that already has a market. The distinction is a paying application.
5 Reply Quote Share
just_gangMember
Posts: 44 · Reputation: 245
#4May 1, 2024, 11:07 AM
Actually,. Cuckoo Cycle (and Cuckatoo Cycle in particular) is rather ASIC friendly; provided the ASIC has enough SRAM on board. It can be considered a proof of SRAM.
3 Reply Quote Share

Related topics