Every pool looks deep until the incentives stop.
Cleaton publishes a signed, bonded estimate of how long a pool's liquidity will hold — a horizon in days and a calibrated confidence, cheap enough to read from a contract and precise enough to be provably wrong.
The measurement layer for
on-chain liquidity
Every covered pool re-scored daily. Horizon, confidence, threshold, and expiry in one signed payload.
Guards that refuse capital where the horizon is shorter than the lock it requires.
Cohort composition, campaign calendars, and correlation across a whole book of positions.
The horizon is published before the cliff, re-scored daily as the campaign decays, and checked against what actually happened.
featureRoot commits every input at signing time. Any single feature can be revealed later with an inclusion proof.
The whole covered universe is re-scored as one batched run, with the public calibration record updated the same day.
Every tracked campaign, subsidy, and unlock on one forward timeline, with aggregate exposure per date.
Anyone can checkpoint a breach and claim the bond. Cleaton cannot outlast a challenge by declining to record its own miss.
Every covered pool scored against the same committed method. Horizon, confidence, and retention threshold published together.
Re-price a horizon under a hypothetical emission schedule, lock structure, or whale exit. No re-estimation required.
Horizon drops, confidence drops, and flag changes push a callback the moment they cross your threshold.
A challenger submits a hash and a block. The contract reads its own checkpoint and compares two numbers. No dispute layer.
A horizon transition fires a webhook your vault acts on. No human in the loop, no dashboard to watch.
Query every attestation ever published and what actually happened to it, in plain language.
Every attestation, every feature commitment, and every realised outcome for a pool on one timeline.
The features that move a horizon, shown as levels rather than as a signal to trade against.
Let an agent query a horizon before it commits capital, as a native tool call.
Read the horizon, gate the deposit, rotate before the cliff.
Contracts read a horizon at allocation time, agents query it before committing capital, and hooks act on it when it moves.
Refuse the allocation before the campaign ends, not after.
A joint survival function across the whole book, so twelve positions funded by one treasury read as three bets, not twelve.
TVL discounted by expected persistence. A $500M pool on a nine-day horizon reports $35M.
One modifier that rejects an allocation when the horizon falls below the lock period the strategy requires.
"The visible depth of a pool and the durability of that depth are different quantities, and on-chain systems currently conflate them."
Cleaton whitepaper
Durability Attestation for Autonomous Capital
Design commitments
stated in advance.
Read-only. Falsifiable by construction. Publicly scored, including the misses. Every attestation pinned to a model hash.
Read moreRead-only
Cleaton never custodies funds and holds no position in any pool it scores. There is no strategy, no vault, no fund.
Falsifiable
Every attestation carries an explicit horizon and threshold. There is no interpretive room about whether it held.
Publicly scored
Every attestation and its realised outcome is published permanently, including failures. Calibration is reported, not claimed.
Pinned method
Each attestation commits to a model hash, so a change in method is visible in the record rather than hidden inside an accuracy improvement.
Today a pool held together by a thirty-day campaign and a pool that grew on its own report the same number. Every contract reads that number. The exit queue forms before anything on-chain changes.


Reads only the state that
is already public.
Public aggregators, campaign metadata, and raw chain events. Every feature is independently recomputable — a guarantee nobody else can check is not a guarantee.
Publish a horizon. Get scored on it in public.
Durability attestation for autonomous capital. Signed, bonded, and checked against what actually happened — hits and misses alike.