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The Oracle Gap
Compare Chainlink's push oracle price against Pyth's pull price and live spot. Drag the slider to see exactly when the 0.5% deviation threshold triggers an on-chain update.
Archive
June 2026
137 artifacts published in this period.
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The Pipeline Breach
Pipeline-parallel decentralised post-training, split across four nodes. Click any internal stage to place the compromised node — the task-vector injection indicator and attack metrics update to show 94% ASR collapsing alignment from 80% to 6%.
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The Inversion Window
How well can an adversary reconstruct your training data from the gradients you published? Drag the batch size; toggle DP budget ε. The curve shows estimated reconstruction quality (PSNR) from Geiping et al. — and the tradeoff where DP noise finally closes the window at the cost of model utility.
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The MEV Supply Chain
Interactive diagram of Ethereum's PBS pipeline — Searcher, Builder, Relay, Proposer, Block — with builder concentration numbers, private orderflow paths, and the mev-commit preconf feedback arc.
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The Availability Cliff
Drag the training-duration cursor to see which DA layers can serve your data. EIP-4844 blobs vanish after 18.2 days — the cliff most pipelines fall off.
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Hook Permission Visualizer
Explore how Uniswap v4's 14-bit permission bitmap maps to pool lifecycle callbacks. Toggle bits or select preset patterns to see which hook functions fire for each operation.
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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 Token Margin
When does calling an LLM pay off? Pick a task complexity, model tier, and expected profit per decision: the lognormal token distribution — anchored to the paper's 30× variance finding — shows the fraction of invocations that beat break-even. Drag profit up until the green zone dominates.
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The Policy Stack
Four guardrail tiers for on-chain AI agents: probabilistic classifiers through Lean 4 theorem provers. Select an attack scenario to see which tier catches it — and which let it through.
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The Collateral Cage
See exactly how DeFi overcollateralization locks capital as a credit tax. Adjust loan amount, collateral asset, and credit tier to watch the cage shrink — or disappear entirely — as on-chain reputation improves.
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The IP-NFT Pipeline
The six-step lifecycle of a Molecule IP-NFT: from Snapshot vote to on-chain revenue share. Click any stage for verified gas costs, contract addresses, and real numbers from the VITA-FAST fractionalization.
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The Finality Ladder
Settlement trust on four rollup architectures, mapped on a log time axis from 2-second soft confirmation to 7-day fraud-proof closure. Click any segment to see what that trust level means and which AI agent actions it covers.