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The Randomness Risk Map
Five on-chain randomness sources plotted on latency vs. manipulation cost. Click any dot to see mechanism, security tier, gas cost, and recommended use case.
Archive
2026
138 artifacts published in this period.
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The Range Optimizer
Vary range width, volatility, and position size to see how Uniswap v3 gross fee APY and net APY (after rebalancing gas) trade off — and find the volatility-adaptive optimal LP range.
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The Rebalancer's Break-Even
The move-or-hold call a stablecoin yield agent makes all day, on the live Aave V3 USDC curve from Base: supply capital into a higher-quoted pool and watch your own deposit slide the realized APY down the kinked curve, then race the spread against gas. Shallow pools and L1 gas flip MOVE to HOLD.
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The Receipt Ladder
Seven ways to verify what an AI agent claims it did, plotted by latency added against the share of fabricated claims caught. Pick a claim type and watch it route to the cheapest sufficient verifier — a free chain receipt, a 12ms signed receipt, or a zkLLM proof reserved for the inference itself.
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The Regret Lens
Allora weights models by regret, not votes. Drag a market from calm to a volatility spike: five forecasters ride the softplus weight curve φ′(R̂), the low-vol specialist collapses the instant a spike is forecast while the vol-aware model climbs. Tap a model for its R→R̂→w chain.
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The Sampling Threshold
An inspection game between a solver and a verifier. Drag the operating rate and tune the bond, reward, and bounty to find p*, the minimum sampling rate that makes honest AI inference a dominant strategy — and watch it collapse without a bounty.
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The Sealevel Lanes
Sealevel's parallel execution scheduler, slot by slot. Toggle hot-account contention to see how a single popular writable account collapses eight parallel waves into eight serial queues. Each row is one execution wave — transactions in the same row settle simultaneously.
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The Shapley Split
Split one DataDAO reward pool across five overlapping contributors three ways: equal split, leave-one-out, and exact Shapley value over all 2ⁿ coalitions. Drag quality sliders, drop the unique contributor, or flip on the Sybil attack and watch equal split overpay a cloned wallet.
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The Signing Round
FROST threshold signing in four stages — DKG, Commit, Sign, Aggregate. Adjust t-of-n to see how many parties must collaborate, and how many an attacker must compromise, to produce a valid Schnorr signature.
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The Slashable Inference
Walk through the EigenAI challenge protocol: from encrypted request and deterministic execution to the on-chain byte-equality check that slashes a cheating operator or clears a frivolous watcher.
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The Softmax Constraint Map
Constraint cost per Transformer operation in a ZK circuit — without and with lookup arguments. Softmax (275→30), LayerNorm (150→20), and GELU (400→40) dominate the budget until Lasso/LogUp replace in-circuit transcendental approximations with table lookups. Tap a row to inspect.
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The Solver Float
ERC-7683 cross-chain intent lifecycle: from signed deposit to solver repayment. Click each stage to see the contract call, struct fields, and timing. Across fills $14B+ at median 8 seconds — the 2-hour optimistic challenge window is where solver capital is locked.