AI without verification is like a colleague without a face. You work with them every day, but you don't know if it's the same mind you were speaking with yesterday.
Verification gives users trust in the model they are using, lets markets for AI compute develop, and harnesses AI compute for finance.
Today, using the cheapest AI provider means taking their word for what ran, or running the model yourself.
TensorCash lets providers compete on the answer, not on trust. Any operator with capacity can serve the same open model, attach a proof receipt, and compete on price, latency, and reliability.
Blockchains revolutionised finance by removing the need for a central gatekeeper. They replaced it with a decentralised system where operators ("miners") compete for authority by proving they performed expensive work. TensorCash allows that work to be AI inference.
A model response can also become a block candidate. The user gets the output; the network gets a proof transcript. The proof transcript is the work needed to extend the chain.
Mining and serving models collapse into one operation. The compute path answers prompts first, then turns qualifying proof windows into Satoshi-style chain security.
Decentralised AI
Compute that proves itself.
01
Verifiable inference
Prove which AI model actually answered you, and that it played by the rules — without having to trust the provider. Every qualifying answer carries a tamper-evident receipt the network can independently check.
The receipt is a compact summary of how the model arrived at its answer. Any other operator can replay it against the public copy of the model and decide whether the answer was honest. A naive 're-run it and compare every digit' check doesn't work in AI: the same model on different graphics cards produces slightly different numbers under the hood, even when the answer is genuine (why?)The same AI model on different graphics cards produces tiny numerical differences (attention kernels, batch sizes, logits) — harmless, but it rules out simple bit-for-bit checks.. So instead we use a statistical testA pass/fail test calibrated so honest providers pass with high probability and cheaters get caught — used because exact replay isn't possible in AI., tuned so honest providers pass and cheaters get caught. The test runs in three escalating tiers — a fast check, a medium-depth check, and a full audit (Quick / Smell / Full)Three escalating layers of verification: Quick (under a second), Smell (medium-depth sampling), and Full (a complete audit). Each is stricter than the last. — and each tier is stricter than the last. The checking software is open-source: anyone can run it, and anyone who spots a dishonest block can challenge it.
02
Mining while serving
Answer real user prompts and earn block rewards from the same work. When an answer is rare enough to count as proof-of-effort, it extends the chain. Independent watchers can replay the receipts and call out dishonest providers.
Serving and mining are one job, not two. We run a customised version of the standard open-source AI serving enginesForked versions of vLLM (the standard GPU serving engine) and llama.cpp (a CPU / Apple-Silicon engine) — modified to record the proof transcript while answering. — capture of the proof happens inside the same step that produces the answer, so users see no slowdown. Idle GPU time is filled with internal practice prompts that step aside the moment a paying user shows up. If an answer happens to clear the network's difficulty barThe rarity threshold a proof must beat to be accepted as a new block — automatically adjusted to keep block time steady., it becomes a candidate block; if it doesn't, you've still served a paying customer. Either way the electricity isn't wasted, and there is no separate mining hardware to buy.
Decentralised finance
Future-proof blockchain.
01
Bitcoin-grade base
Built on Bitcoin's proven foundations — peer-to-peer settlement, a hard supply cap, and battle-tested consensus rules — with useful AI work in place of pure hashing.
TensorCash is forked from Bitcoin Core. We keep how Bitcoin tracks coinsBitcoin's accounting model — instead of bank-style balances, coins exist as discrete 'unspent outputs' from prior transactions., how it signs transactionsBitcoin's existing way of signing and verifying transactions with cryptographic keys., and how blocks are passed between nodes — then add a small number of new rules, all narrow on purpose. Each block carries a compact AI-work proofProof-of-inference — a compact, replayable receipt attached to every AI answer, so others can verify that a real model genuinely produced it. and a difficulty targetThe rarity threshold a proof must beat to be accepted as a new block — automatically adjusted to keep block time steady., plus a cryptographic clockVerifiable Delay Function — a cryptographic clock based on the Wesolowski construction, proving that real time has elapsed even with unlimited parallel hardware. that proves real time elapsed during mining. Proofs are checked in three escalating layers (Quick / Smell / Full)Three escalating layers of verification: Quick (under a second), Smell (medium-depth sampling), and Full (a complete audit). Each is stricter than the last.: two fast ones that gate how blocks travel between nodes, and one full audit that runs in the background. Before accepting a competing chain, nodes also weigh how much real time was honestly spent on it (proof-of-time)A measure of the wall-clock effort behind a chain (via VDFs), used alongside proof-of-work to score competing chains., not just raw compute — and any deep rewrite of recent history triggers a forensic warning before the chain switches over. Crucially, we did not bolt on a general-purpose programming layer (no smart-contract VM)Unlike Ethereum and most modern chains, TensorCash has no general-purpose smart-contract programming language — the attack surface that has caused most DeFi hacks does not exist here. — the kind that has caused most of the high-profile DeFi hacks of the last decade. The chain only does what it needs to do, and nothing more.
02
Issue anything on-chain
Stablecoins, tokenised funds, real-world assets, regulated equity or debt — all issued directly on the chain, alongside TSC itself. From simple community tokens to fully identity-gated instruments.
Issued assets live in the chain the same way TSC does — not as IOUs running inside a smart contract. The issuer fills in an asset recordThe on-chain record where an asset's parameters live — ticker, supply cap, transfer rules, legal terms, governance rules, and bond. that fixes the rules: ticker symbol, decimal places, maximum supply, who can transfer it, who needs to pass identity checks, the legal terms, the voting rules, and a refundable security depositA refundable native-coin deposit (Issuance Control Unit bond) that an issuer locks when creating an asset — released once the asset has accrued enough activity to prove it isn't spam.. There is no listing fee, but the deposit stays locked until the asset has paid enough miner fees to prove it's a genuine asset, not spam. Once published, the rules are enforced by every node on the network: the chain itself refuses to issue more than the cap, refuses to reuse or rename a ticker, refuses transfers to ineligible recipients, and refuses silent edits to the legal terms.
Issuers choose the asset rules and post the ICU bond; nodes enforce the boundaries directly in consensus.
03
Legal paper, cryptographic anchor
Prospectuses, board minutes, holder disclosures and EU-grade digital signatures, anchored to the asset itself — permanent, timestamped, tamper-evident.
Issuers can publish the legal documents that belong to an asset — prospectus, term sheet, governance records, holder-only disclosures — and pin them directly to the asset on-chain. Public documents are readable by anyone. Holder-only documents are encrypted; only the wallets of actual holders receive the key to unlock them. Either way, the chain records a permanent fingerprintA short, fixed-length cryptographic fingerprint of a document — any change to the document produces a completely different fingerprint. of the document, with a timestamp. If anyone tries to swap in a different version later, holders notice immediately. EU-regulated digital signaturesQualified Electronic Signature — the highest tier of EU-regulated digital signature under the eIDAS framework, legally equivalent to a handwritten signature., notarised records, or PGP signatures can all point to that same fingerprint — the chain doesn't need to understand the legal artefact itself, only to vouch for what was signed and when.
01 · Terms anchor
Each asset carries the legal payload that belongs to it. Public terms are stored as readable on-chain text; holder-only terms are stored as encrypted on-chain payloads. The payload hash makes silent replacement detectable.
The chain stores the payload itself. Consensus binds the payload hash to the asset record and rejects unauthorised rotations.
02 · Signed evidence
Issuer signatures, qualified e-signatures, DocuSign envelopes, notary records, PGP signatures, and timestamps can all point to the same document hash.
Consensus does not need to understand every legal artefact. It anchors the document commitment; external tooling verifies the evidence against that same commitment.
03 · Holder-only access
Some terms should only be readable by holders. In that mode, everyone can see the encrypted payload on-chain, but only a holder output carries the wrapped key needed to read it.
Access is based on asset ownership and wallet keys, not on asking a central server for permission.
04 · Change the rules
If an issuer wants to rotate the asset terms, change quorum, or update a compliance root, holders vote with the units they own. The chain checks whether enough settled supply signed the proposal.
Quorum is weighted by units, not by accounts. A rotation that falls short is rejected by consensus.
05 · Pay holders
A wallet can choose a snapshot block, scan the holders of an asset, and build a pro-rata payout transaction in TSC or an eligible asset.
This is an operator-driven wallet primitive today, not yet an automatic coupon covenant.
04
Repos and forwards on-chain
Trade the way professionals already do — spot, repo, forward, delivery-versus-payment — settled directly between two parties, with the chain itself enforcing the deal terms instead of a middleman.
Three of the most common trade structures in finance — buy now (spot), lend collateral against cash (repo), and agree today to deliver later (forward) — all share one rule the chain enforces: the spending transaction must contain exactly this output, of this amount, in this assetOP_OUTPUTMATCH — a new Tapscript opcode introduced by TensorCash. It enforces a single rule: the spending transaction must contain an output of exactly this amount, in exactly this asset, locked to exactly this script.. That single rule is enough to express every variant of these contracts, without the chain needing a general-purpose programming language — and without the security holes that come with one. The check looks only at the current transaction: no rummaging through history, no mutable contract state, nothing to exploit. Trade terms stay private until the moment a leg of the trade is executedA 2021 Bitcoin upgrade that keeps the detail of a contract hidden until the moment it's executed — onlookers only see a generic locked output. — the public chain sees a generic locked output, not the term sheet behind it.
Choose a contract type to see the cash, asset, and covenant flows.
Spot.
Two sends create a free option for the second mover. One output-matched spend either swaps both assets or leaves both with their owners.
Repo is principal now, collateral until maturity.
The borrower receives principal at open. The lender receives a covenant claim on collateral. At maturity, exactly one economic path is used: repay and release, or default and sweep.
Forward IM-DvP is a timed exchange with recourse capped at IM.
Each party posts initial margin and later delivers into escrow. The counterparty can take that asset only by delivering its side in the same transaction. If they do not, the first mover gets the asset back and takes the counterparty's IM.
Take a position on AI compute.
Network difficulty measures how much AI compute is securing the chain. A capped, margined contract pays out as difficulty moves against an agreed strike — long if compute grows, short if it cools. Both sides post margin up front, so the most either can lose is what they posted. A day-one premium turns the same primitive into a covered call or put.
05
Pre- and post-trade in your wallet
Find a trading partner, agree the price privately, sign jointly, and settle directly with them — no exchange, no broker in the middle.
The wallet handles the full pre- and post-trade workflow in one place. Three things happen behind the scenes: first, a decentralised messaging networkA simple, censorship-resistant messaging protocol used here for advertising open trade offers without going through a central venue. lets you browse open offers without going through any single venue; then, once you find a counterparty, your wallets open a private, encrypted channelTwo well-studied cryptographic protocols (Noise and SPAKE2) that together open a private, password-authenticated channel between two wallets. only the two of you can read; finally, a cryptographic ceremonyA trade that either completes for both parties or for neither — never half-way. Built here using Hash Time-Locked Contracts and adaptor signatures. guarantees the trade is atomic — either both sides receive what they expected, or neither side moves any funds. One wallet page covers all six steps of the trade lifecycle — discovery, offers, negotiation, governance, discussion, and cross-chain swaps. For trades that span TensorCash and Ethereum, a companion smart contractTensorSwap — a small Solidity contract on the Ethereum Virtual Machine that handles the Ethereum side of a TensorCash↔Ethereum cross-chain trade. handles the Ethereum side.
06
Post-quantum security
Quantum-safe signatures available from day one — for long-term vaults, institutional custody, and any holding meant to outlast today's cryptography.
From the very first block, TensorCash supports two parallel signature schemes side by side: the same proven ones Bitcoin uses todayThe two signature schemes Bitcoin already uses — ECDSA (legacy) and Schnorr (modern). Both supported in TensorCash from day one., and a new quantum-resistant oneML-DSA (NIST FIPS 204) — a signature scheme designed to remain secure even against a future quantum computer. Standardised by NIST in 2024. standardised by the U.S. National Institute of Standards and Technology in 2024. Users pick which scheme they want at the moment they create an address — and both schemes stay valid forever. Because TensorCash launched with both from the start (a genesis fork)A blockchain that starts as its own genesis (block zero) rather than splitting off from an existing chain — so new rules can ship from the first block, with no upgrade vote needed., there is no awkward upgrade later, no waiting for the network to vote in a new rule, no need to migrate old funds.
07
The future trading layer
Millisecond-fast markets with deep liquidity and no insider front-runningThe practice of an exchange operator (or an insider) trading ahead of its own users, exploiting knowledge of pending orders. — a higher-speed layer above the chain, with final settlement still anchored on-chain.
Some parts of trading — fast order matching, leverage, deep liquidity — can't be done on a blockchain at the speed serious traders need. TensorCash specifies a separate, faster exchange layer that sits above the chain. What makes it different is that no single server ever sees the whole order book: it's split cryptographically across ten independent validatorsA cryptographic technique that splits a secret across N parties so that any K of them can reconstruct it, but fewer than K learn nothing. Here, 6-of-10 across independent validators., and it takes six of them, working together, to act on any piece of it. No single party can peek at the order flow before a trade lands, and no single party can halt trading. Once a trade is matched, it settles back on the base chain using the same atomic-swap rules that any two-party deal uses.
08
AI compute derivatives
Hedge — or take a view on — the AI-compute cycle. Network difficulty is a live, on-chain index of how much inference the world is running, and TensorCash settles native, capped contracts on it.
Mining difficulty rises and falls with how much AI compute the network is running, so it works as a live index of AI-compute demand. Two parties post margin into separate private vaultsA 2021 Bitcoin upgrade that keeps the detail of a contract hidden until the moment it's executed — onlookers only see a generic locked output. and the chain settles them against that difficulty at a fixed future blockThe contract reads difficulty at one committed, already-buried block — not the block that settles it — so neither side can time settlement around a difficulty change. Once that block is final, the payoff is fixed. — manipulation-resistant, because the payoff is locked once that block is buried. The simplest form is a capped contract-for-differenceA contract-for-difference whose loss is capped: each side posts collateral up front and can lose at most that amount, with no margin calls and no liquidations.: go long or short the compute cycle, and the most you can ever lose is your own margin. A small day-one premium turns it into an optionPaying a one-off premium turns the contract into a covered call or put on AI compute — the buyer's loss is limited to the premium, and the writer earns it for posting collateral. — a covered call or put on compute. Miners and AI providers use it to hedge revenue when difficulty climbs; outside hedgers get exposure to AI-compute trends without running a single GPU. Like everything else here it is enforced natively by consensus (no smart-contract VM)Unlike Ethereum and most modern chains, TensorCash has no general-purpose smart-contract programming language — the attack surface that has caused most DeFi hacks does not exist here., and a cooperative settlement looks just like an ordinary payment.