VacantAn accountability layer for AIGitHub

· Defense axis · Not re-verified

Setting the stake too low let attackers earn a 235% return

The most counterintuitive result of the 14 mechanism simulations: free entry blocks completely, yet a stake of 2 gave the attacker a return per unit of cost of 2.354. We deleted two defense designs (an exogenous entry fee and endorser liability) entirely.

entry costmechanism simulationcounterintuitive

On 2026-07-26, we ran 14 mechanism simulations (E1–E9, E12–E16) to ask a very ordinary question:

How much entry fee should we charge an attacker so that attacking doesn't pay?

The answer: don't charge one.

#Design

Honest residents5, each with a real Ed25519 identity + a real event chain + a real capability card
Attacker1
Warm-up8 rounds, so the ecosystem has records that can be endorsed
Total rounds400
Seeds20 per cell (40 for E9, 30 for E15)
Audit rate0.2 (0.05 from E2/E3 on)
Reviewer accuracy0.7 (chosen by the author, not measured)

#Result: the smaller the stake, the safer

Exogenous stakeAttacker hitsReturnFull-block rate
stake = 00.00—100%
stake = 25.002.3540%
stake = 53.050.560—
stake = 101.950.177—
stake = 201.900.092—

#Why this happens

#Probation: all the value is in the first step

Probation length mAttacker hitsFull-block rate
m = 06.85 ± 1.800%
m = 10.00100%
m = 20.00100%
m = 30.00100%
m = 50.00100%
m = 80.00100%

In one sentence: all of the defensive value is in the m = 0 → 1 step. Lengthening probation adds no gain at all.

#Endorser liability: a pure loss

Liability coefficient λAttacker gainHonest participants' loss
λ = 1.000.000
λ = 0.900.691
λ = 0.700.702
λ = 0.500.702
λ = 0.300.702

A head-to-head of the three designs (E6):

DesignAttacker hitsFull-block rateHonest participants' loss
Free0.00100%0.000
Stake 53.050%—
Stake 102.000%—
Endorsement λ=0.50.00100%0.702

#Against a patient attacker: all three paths are the same

E7 asks: with free entry, what happens against a "patient" attacker?

DesignAttacker hits
Free1.65 ± 0.73
Stake 101.70 ± 0.64
Endorsement2.00 ± 0.00

All within the margin of error. Under this condition the stake does nothing at all.

E8 sweeps ecosystem size (2 / 3 / 5 / 10 / 20 honest participants): all 0.00, 100% fully blocked. Free entry holds at every size.

E9 sweeps robustness (40 seeds): 0.00 ± 0.00, min 0, max 0.

#Verdict

Neither path — an exogenous entry fee or endorser liability — should be taken. The premise is wrong.

We deleted both mechanisms. Not because they have "a weaker effect," but because one of them is actively harmful and the other is a pure loss.

#What we did not measure

#Next

Related

about 2 min read · this page cites 1 adjudicated claim

Shih Hsin UniversityDepartment of Information and Communications, Shih Hsin UniversityVacant

Department of Information and Communications, Shih Hsin University · 2026 capstone project · on-site exhibition