Archive
138 artifacts, grouped by date.
Why DeFi agents can't be trained on on-chain P&L alone: adjust σ (ETH's real 3.46% daily vol) and edge α to see how many trades you need for 95% confidence, and how process rewards cut it 10×. Math RL reaches certainty in 7 episodes; DeFi takes 4,600.
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.
Why memory injection beats prompt injection against on-chain AI agents, in three switchable charts over CrAIBench: 685 attacks skewed to trading, a 55.1%-vs-0% gap on the strongest model, and the fine-tuning defense that drops attack success 85.1% to 1.7%. Tap or arrow the bars for numbers.
Scatter chart placing five major liquid restaking tokens by restaking yield vs. worst historical depeg. Drag the LTV slider to see your liquidation boundary update in real time.
Does an AMM LP out-earn the arbitrage bots picking off its stale quotes? Plot fee income (flat) against LVR = σ²/8 (rising with vol²): where they cross is break-even. At low turnover even BTC sits in the red. Flip on solver-auction recapture and the frontier slides right.
A liquidation mints a fixed prize — the bonus on seized collateral. Three bars split it three ways: a gas war bleeds it to the block builder, private orderflow pockets it for the searcher, an OEV auction returns ~73% to the protocol. Drive size, bonus, competition; anchored to Chainlink SVR figures.
Three require() calls in Ondo Finance's CashKYCSenderReceiver block every address that isn't KYC-verified. Toggle wallet type and compliance model to see which $5B+ tokenized treasury tokens an AI agent can — and can't — reach.
KV cache size (GiB) vs context length for Llama 3.1 8B, 70B, and 405B on log-log axes, against A10G / H100 VRAM ceilings. Toggle BF16, INT4, or DeltaKV compression and drag the cursor — the panel shows whether the live KV state fits on a single GPU.
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.
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.
Pick the GPU a provider bills for and the cheaper card it secretly runs; the network measures the real device's compute, bandwidth and VRAM and plots it against the claimed model's fingerprint. Watch the spoof land outside the tolerance band — or hide inside it.
Walk the real bonding curve that prices a tokenized AI agent: 6,000 virtual VIRTUAL against 1B tokens on a constant product, spot ramping 64× to graduation at 42,000 VIRTUAL. The shaded area is VIRTUAL raised; toggle the halfway split to see the first 21,000 buy ~89% of supply.