Lab
138 explorable, interactive pieces — every concept we write about, made tangible.
How much does it cost to shift a TWAP oracle? Drag pool TVL, TWAP duration, and price spike factor to see the round-trip manipulation cost alongside the 30-min TWAP shift — for both Uniswap v2 arithmetic and v3 geometric accumulators. Anchored to live on-chain pool data.
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.
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%.
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.
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.
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.
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.
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.
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.
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.
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.
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.