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July 21, 20269 min read

The Feasibility Study Behind Our 8 to 9.4 Percent Through-Cycle Band, Published in Full

Several of Kerne's own surfaces, from the home and stake pages to the dataroom and the /api/apy response, have cited "our published feasibility analysis" as the source of the 8 to 9.4 percent through-cycle ceiling we put on our own yield. The band was real and the work behind it was real, but the document was internal, so the word published was doing work it had not earned. This is the analysis, in full: where the modeled 12.98 percent comes from, where the 9.4 comes from, where the 8 comes from, why the entire distance between them is a leverage assumption the deployed strategy does not currently run, and what would have to be true before the top of the band is earned rather than modeled. Every figure reproduces from a published endpoint or from arithmetic you can redo in a line.

Article Illustration

Kerne publishes a modeled APY. Next to it, across our own surfaces, we have been publishing a sentence that caps our own number: our feasibility analysis puts the sustainable through-cycle rate for this design near 8 to 9.4 percent. It appears on the home page, on the stake page, in the dataroom, in the diligence dossier, on the transparency dashboard, on a token comparison page, and inside the JSON that /api/apy serves to machines.

On six of those surfaces the sentence called it our published feasibility analysis. It was not published. The work was real, the band was real, and the conclusion had been adversarially reviewed, but the document itself sat in an internal repository with no public URL. A protocol that sells a Disclosure Integrity Audit for exactly this failure mode, a public claim that does not resolve to the thing it claims, should not be the one making it. So here is the analysis. Nothing below is new work; it is the June 2026 review written out, re-run against today's live inputs, and left where anyone can check it.

First, what the headline number actually is

The APY on our surfaces is a formula, not a record. It has been published in full at /api/apy since the endpoint existed, and the response carries its own methodology string. As of the read behind this post it says:

Term Live input Where it comes from
Leverage multiplier 3.0x Target leverage for the strategy design, not the size currently deployed
Staking baseline 2.20% Lido 7 day simple moving average
Perpetual funding 3.99% Hyperliquid ETH funding, 180 day trailing mean
Strategy costs 22.32% Haircut on gross carry: execution, slippage, venue and gas
Insurance allocation 10% Skimmed off the top before anything reaches a staker
Protocol fee 0% Genesis phase, below $100k TVL

Multiply it out: 3.0 times the sum of 2.20 and 3.99 percent, times 0.7768, times 0.90, is 12.98 percent. That is the number on the marketing page. It is arithmetic on six inputs. Two of them, the staking baseline and the funding rate, are read live from public sources; three more are fixed protocol parameters; and the sixth, the leverage multiplier, is the one this whole post is about. You can redo the whole line from the endpoint.

Where the 9.4 comes from

The top of the band is the same formula with an honest leverage assumption substituted in. In June 2026 we ran an adversarial review of the question "can this design honestly print a high number", with each yield lever quantified and then independently attacked. The reviewable conclusion was that 2.0x is the highest leverage this strategy can carry and still be describable as prudent for a peg-bearing dollar without a pre-funded insurance buffer sitting behind it.

Put 2.0x into the formula with the inputs that prevailed at the time, a 180 day mean funding of 4.39 percent and a staking baseline near 2.33 percent: 2.0 times 6.72 percent, times 0.7768, times 0.90, is 9.40 percent. That is the entire derivation of the upper bound. It is not a forecast and it is not a target. It is the ceiling the arithmetic permits under an assumption we can defend in a room with an auditor in it.

Re-run the same 2.0x ceiling against today's live inputs, funding at 3.99 percent and staking at 2.20 percent, and it gives 8.66 percent. The band still contains the honest ceiling a month of funding drift later, which is the modest test a through-cycle number has to keep passing.

Where the 8 comes from

The lower bound was produced by a different exercise and it is the more useful of the two. Rather than asking what the current strategy can print, it asked what a peg-safe basis dollar can sustainably earn across a full funding cycle using every lever available to it, with each lever priced separately and then risk-gated. The answer came out near 8 percent, and it came out there because every individual lever is capped by something structural.

Lever Through-cycle contribution What caps it
Diversified multi-asset basis around 7.5% The alt-asset funding premium over ETH is thin, and some legs run negative. Diversification smooths the mean, it does not remove the common-mode venue tail.
Reserve yield on idle stables around 3.25% On-chain stablecoin lending on Base currently clears below short-term Treasuries. It is a stabilizer, not a lift.
Tokenized bills and fixed-rate paper around 5% Real and dependable, and it dilutes whatever basis leg it replaces. A floor, by construction.
Insured leverage at 1.25x around 8.5% Only available once an insurance buffer is pre-funded. Past roughly 2.5x this is the failure class that ended Stream and Elixir.
Capped curated lending around 5.5% Correlated tail. The curated-vault losses of the last year arrived together, not one at a time.

A sane blend of those, weighted toward insured basis at 1.0x to 1.25x with a bill floor underneath it and small buffered allocations to reserve and curated lending, lands near 8 percent. That is the number, and the reason it is a floor for the band rather than a headline is that it is what the design can hold across a cycle rather than what it can print in a good month.

The leverage assumption is the whole gap

Take the two derivations together and the arithmetic says something plain. Evaluate the published formula at today's inputs both ways and the only thing separating the 12.98 percent headline from the 8.66 percent honest ceiling is the leverage term, 3.0x against 2.0x; the same market inputs, the same cost haircuts, one substitution. The 9.40 percent is that identical 2.0x ceiling read against the slightly stronger funding of a month ago, which is why it sits a little higher. Every point of distance between the headline and the honest ceiling is leverage the deployed strategy does not currently run.

And the deployed strategy currently runs neither. At genesis size the hedge is sized one for one: the short notional the engine targets is the vault's own exposed assets, which is what delta neutrality means and is the correct thing to run at this size. Leverage on the venue reduces the margin that has to be posted; it does not multiply the carry earned on the underlying. So the realized carry today is unlevered, and the modeled number assumes a multiplier the current deployment does not apply. We already say a version of this on the dossier. It belongs in the same document as the band.

You can see the consequence without taking our word for it. The realized figure on our own Honesty Index, read from skUSD share-price growth on chain, is about 0.21 percent annualized, and its entire provenance is one 0.10 kUSD strategist test transfer that the deployment registry records as a plumbing check rather than strategy carry. It decays toward zero until real distributions land. Our modeled number is a model. Our realized number is a record. The index publishes them side by side, with us in first place and worst, on purpose.

What the rest of the field actually realizes

A ceiling is easier to believe when it is checked against what comparable dollars are paying. These are not advertised rates. Each one is recomputed by us from the vault's own ERC-4626 share price over a trailing 30 day window, on the read behind this post:

Token Realized, annualized, 30 days
Falcon sUSDf about 5.46%
Cap stcUSD about 5.25%
Neutrl sNUSD about 4.24%
Ethena sUSDe about 3.84%
Sky sUSDS about 3.60%
Resolv wstUSR about 0%
Elixir sdeUSD about 0%
Kerne skUSD about 0.21% (17 day window, one test distribution)

The largest delta-neutral dollar in the market realizes under 4 percent on more than a billion and a half dollars staked. The best comparable performer in this set is under 5.5 percent. Against that field, a through-cycle ceiling of 8 to 9.4 percent is not a modest claim; it is an ambitious one that requires leverage and a funded insurance buffer to reach. Anyone quoting our 12.98 percent as an expected return should read this table first, and so should we.

What would have to be true to earn the top of the band

The gap between an unlevered genesis deployment and a defensible 2.0x is not a code change. It is a sequence, and each step is checkable from outside:

Capital. A basis strategy at four figures of TVL cannot express any of this. Fixed costs dominate and fills are noise. This one is binding and it is first.

A pre-funded insurance buffer. Leverage without a loss-absorbing layer in front of the peg is the structure that killed the dollars in the row above with zeroes next to them. The buffer has to exist and be sized before the multiplier moves, not after.

A de-levering governor. When funding turns negative the position has to shrink toward 1.0x automatically, and it must never step out of the hedge into naked exposure to chase a positive-funding hour. Stepping out is where a delta-neutral dollar stops being delta neutral.

Then actually running the levered carry, with the model reading the deployed leverage rather than a target, so the published number rises because the strategy changed and not because a constant did.

Until those are done, the honest description of the top of the band is that it is reachable, not reached. We would rather write that down than have someone else derive it.

Where 14 percent actually lives

The review that produced this band started from a harder question, whether a genuinely sustainable 14 percent was reachable for a dollar like this. The answer was no, and the reason is worth stating because a lot of the category is still implying otherwise. Every path to the teens on a peg-bearing dollar runs through leverage that a peg cannot safely carry. In the market as it exists, the teens are only earned in explicitly labelled first-loss junior tranches, instruments whose holders are told plainly that they absorb the losses first. That is a legitimate product. It is not a stablecoin, and it is not what kUSD is. A dollar that promises the peg and the junior-tranche yield at the same time is promising something the structure cannot deliver, and the last two years have a list of names that demonstrate it.

How to check every number here

The modeled APY, its six inputs and its methodology string are at /api/apy. The realized figures for Kerne and every comparable in the table above, with the from-block and to-block for each read, are at /api/honesty-index and rendered at /honesty-index; the method is to read decimals and convertToAssets at both blocks and annualize over the real elapsed time, which is the same procedure you can run against us. The reserve side is at /api/por, signed hourly at /api/por/signed. All of it is collected in one machine-readable document at /facts.json. The formula behind the model is written out at /docs/yield-methodology.

Figures are as of July 21, 2026 and nothing here is investment advice. The modeled APY, its inputs (Lido 7 day SMA 2.20 percent, Hyperliquid 180 day trailing funding 3.99 percent, 22.32 percent strategy costs, 10 percent insurance allocation, 0 percent Genesis protocol fee, 3.0x target leverage) and the resulting 12.98 percent are the live values served by kerne.fi/api/apy on that date and move with market inputs. The 9.40 percent upper bound is the same published formula evaluated at 2.0x leverage with the 4.39 percent trailing funding mean and roughly 2.33 percent staking baseline recorded by the June 20, 2026 internal review; evaluated at today's inputs the same 2.0x ceiling gives 8.66 percent. The 8 percent lower bound is the risk-gated blend described above and is a judgement about sustainable structure, not a measured rate. Realized figures for every token in the comparison table are recomputed by Kerne from each vault's own ERC-4626 share price over a trailing 30 day window and are republished hourly at kerne.fi/api/honesty-index, each row carrying the from-block and to-block needed to recompute it; Kerne's own realized figure covers a shorter 17 day window because the vault was redeployed on July 3, 2026, and derives from a single 0.10 kUSD distribution recorded as a plumbing test rather than strategy carry. Kerne is pre-audit: on its first external audit (Hexens), fieldwork ran from July 13, 2026 and the initial report landed on July 20, 2026, with remediation underway. The code is not yet through a completed external audit.

Verify it yourself

Run the same check on any reserve, or have it run for you.

Paste any issuer's signed attestation into the free verify tool and recover the signer, rehash the figures, and check freshness in your own browser. For a machine-signed, point-in-time read of an address you name, delivered on the page in about two minutes, the instant self-serve read is $29; a human-reviewed read is $149. A teardown like this one, commissioned on any target you name, is $499. An independent read of a counterparty you hold or allocate to is $2,500. Attestation tooling, not an audit, and not a solvency opinion.