Archive
22 artifacts published in this period.
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.
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%.
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.
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.
Seven DeFi protocols mapped by upgrade risk tier. Dependency edges reveal inherited risk — even immutable contracts can be exposed through multisig-controlled oracles. Tap a protocol to inspect its timelock window and agent safety note.
Interactive chart of Aave V3's USDC two-slope interest rate model on Base. Drag the slider to explore how borrow and supply APYs respond to utilization — and see the sharp kink at 90% that makes over-borrowing expensive.
Drag the operating point across matrix sizes to see how the Freivalds overhead approaches 0% — and how much of Bitcoin's 150 TWh becomes AI compute under PoUW.
Epoch ring: 32 slot pillars show the chain's heartbeat. White sphere = chain tip, amber = agent's last read, green = finalized. The arc between them is the state window AI agents must hedge against.
Adjust memory entries per call, call frequency, and gas price to see how monthly on-chain cost diverges across four persistent-memory architectures: SSTORE, event logs, IPFS+CID, and TEE.
Three interactive attack surfaces on an ElizaOS-style Web3 AI agent context pipeline — prompt injection, memory injection, and data feed manipulation — with ASR figures from CrAIBench.
Interactive calculator: watch how deposit-borrow loops compound leverage toward the 1/(1−LTV) asymptote. Adjust LTV and loop count to see effective leverage, the liquidation trigger, and the loss from a single price move.
Seven ZK proof configurations mapped on prover time vs. on-chain verification gas. Click any system to see proof size, setup requirements, and zkML viability. The annotated wrapper band shows the constant-gas region only reachable by STARK→SNARK wrapping.