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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.
Archive
June 2026
137 artifacts published in this period.
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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 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 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 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.
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The TWAP Window
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.
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The Upgrade Window
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.
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Aave Rate Curve Explorer
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.
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The Useful Nonce
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.
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The State Window
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.
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Agent Memory Cost Map
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.
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The Context Attack Surface
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.