Lab
138 explorable, interactive pieces — every concept we write about, made tangible.
How quickly each Foundry fork property diverges from mainnet reality. Five divergences — blockhash entropy, MEV competition, basefee, TWAP, and oracle price — rated by blocks until first silent failure. Click a bar to inspect fork behavior vs. production.
A perpetual market maker's quote ladder. Avellaneda-Stoikov skews only for inventory; funding adds a second, signed skew that survives even at zero inventory. Drag the reservation line to set inventory, push funding and horizon, and watch the two skews stack or cancel.
Forward-pass gas for five neural nets run inside the EVM, on a log axis against the live Ethereum (60M) and Base (400M) block-gas ceilings. Toggle ML2SC's measured ~106k gas/edge vs an optimized ~1.5k floor, slide the gas price for a USD readout, and watch an MNIST net blow past 180 Ethereum blocks.
Interactive MoE expert grid: toggle honest (k=8) vs shunted (k=4) routing and see which detection schemes catch the difference.
Four attack vectors that exploit Polymarket's off-chain match / on-chain settlement gap. Tap a vector to see mechanism, timing, and cost.
What happens when copying dominates computing in a permissionless training network. Two loss curves — with and without Gauntlet's uniqueness enforcement — diverge as rational miners defect. Tune the compute burden and miner count; watch the copier fraction and training loss respond.
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.
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.
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.
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.
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.
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.