Lab
142 explorable, interactive pieces — every concept we write about, made tangible.
MSM and NTT throughput across four ZK prover hardware tiers — CPU, GPU H100, TPU v6e8, ZK ASIC — normalized to CPU on a log scale. Toggle SNARK (MSM-heavy) or STARK (NTT-heavy) to see how the proof system's operation mix determines end-to-end speedup. Tap a row to inspect.
Log-scale chart comparing physical qubit counts in today's best quantum hardware against the ~500,000-qubit threshold needed to break secp256k1. Tap a chip to see how far it falls short.
Three-column diagram of multi-agent LLM concurrency anomalies — stale-generation, phantom-tool, and causal-cascade. Tap a column to inspect the anomaly; toggle ORI Protection to see how Observable-Read Isolation prevents each failure mode.
Five on-chain randomness sources plotted on latency vs. manipulation cost. Click any dot to see mechanism, security tier, gas cost, and recommended use case.
Vary range width, volatility, and position size to see how Uniswap v3 gross fee APY and net APY (after rebalancing gas) trade off — and find the volatility-adaptive optimal LP range.
The move-or-hold call a stablecoin yield agent makes all day, on the live Aave V3 USDC curve from Base: supply capital into a higher-quoted pool and watch your own deposit slide the realized APY down the kinked curve, then race the spread against gas. Shallow pools and L1 gas flip MOVE to HOLD.
Seven ways to verify what an AI agent claims it did, plotted by latency added against the share of fabricated claims caught. Pick a claim type and watch it route to the cheapest sufficient verifier — a free chain receipt, a 12ms signed receipt, or a zkLLM proof reserved for the inference itself.
Allora weights models by regret, not votes. Drag a market from calm to a volatility spike: five forecasters ride the softplus weight curve φ′(R̂), the low-vol specialist collapses the instant a spike is forecast while the vol-aware model climbs. Tap a model for its R→R̂→w chain.
A 2D erasure-coded blob drawn as a coordinate map. Move a withheld block and watch reconstruction cascade or collapse; run light-node sampling to see why hiding any data means hiding a quarter of the lattice — and getting caught.
An inspection game between a solver and a verifier. Drag the operating rate and tune the bond, reward, and bounty to find p*, the minimum sampling rate that makes honest AI inference a dominant strategy — and watch it collapse without a bounty.
Sealevel's parallel execution scheduler, slot by slot. Toggle hot-account contention to see how a single popular writable account collapses eight parallel waves into eight serial queues. Each row is one execution wave — transactions in the same row settle simultaneously.
Split one DataDAO reward pool across five overlapping contributors three ways: equal split, leave-one-out, and exact Shapley value over all 2ⁿ coalitions. Drag quality sliders, drop the unique contributor, or flip on the Sybil attack and watch equal split overpay a cloned wallet.