Lab
Explorable, interactive pieces — every concept we write about, made tangible. Built with Three.js, GSAP, and the web platform.
Push the cost-of-corruption inequality for a restaking-secured AI oracle: set bonded stake, slash rate, audit probability, and value-at-stake, then add AVSs to watch the overloading attack flip the verdict from secure to exploitable.
Transformer attention made visible: hover or tap any token in the sentence and watch weighted arcs reach for the tokens it attends to, with glow proportional to attention weight. Left alone, the lens auto-cycles through the sequence.
An agentic audit swarm's load-bearing stage: hypothesis particles leave the contract and hold at the falsifier gate while a proof-of-concept runs — hallucinated findings burst into debris, executable ones pass into the report. Tap a code line to plant a bug and watch the swarm catch it.
A fraud-proof dispute game you can rig: tap any step of the computation trace to plant a fault, then watch the chain bisect proposer vs watcher commitments — six queries isolate the one divergent step, it gets re-executed on-chain, and the liar's bond is slashed.
A glowing marker performs literal gradient descent over a 3D loss landscape — analytic gradients, momentum, and a fading trail. Drag to orbit the terrain; click anywhere on it to drop a new starting point.
An interactive Merkle tree: click any leaf to watch its hash cascade hop by hop to the root, with the sibling hashes that form the inclusion proof highlighted along the way — four hashes prove one of sixteen leaves.
The blokz brand visual, explorable: a shimmering neural cluster bridged by a particle stream to a minting block lattice. Drag to orbit the bridge; click to fire a thought across it and mint a block on arrival.
Run the same emission-capture attack against both of Bittensor's allocation regimes: a refundable constant-product price pump (dTAO, pre-Nov 2025) versus an EMA-smoothed staking flow with a 30-day half-life (TaoFlow). Real protocol constants show why one pays instantly and the other decays.
Every route to trustworthy AI inference, priced on one log axis: TEE attestation at 1.07×, optimistic re-execution at 2–4×, zkML and FHE at 10³–10⁵×, verifiable FHE beyond. Hover, tap, or arrow through the bars to see what each overhead actually buys — and whom you still trust.
How much data one GPU ships per optimizer step: AdamW-DDP vs DeMo's DCT+top-k compression, on a log scale. Toggle OLMo-300M ↔ OLMo-1B, hover a bar for exact MB/step and reduction factor, and slide the link speed to turn megabytes into seconds-per-step. Data: DeMo paper, Table 1 (arXiv:2411.19870).
Render's Burn-Mint Equilibrium with the real protocol constants: drag the demand and price sliders to see monthly burns race the 492,132 RENDER emission schedule, toggle RNP-023's Salad flows on, and find the demand level where the network actually stops inflating.
Seven years of the Elliptic AML benchmark in four switchable charts: the 2019 table everyone forgot, the 2026 leakage-free re-ranking, one GraphSAGE trained on four different graphs, and the F1 cliff at time step 43. Hover, tap, or tab across the bars for exact precision and recall.
Semaphore's double-signal defense, explorable: send transactions to spend month-scoped nullifiers PBH-style, replay a spent proof to watch the gate revert with the real contract errors, and roll the month to see the external nullifier change reset the quota.
What a hijacked agent key costs under three custody models: a raw EOA key loses the whole wallet instantly, an expiry-only session key does too, and a per-period spend permission caps the bleed. Drag the sliders — or load a real 35.97 USDC/day permission pulled off Base — and watch the staircase.
Story Protocol's two royalty policies, runnable: tap any IP asset in a derivative chain to pay 100 WIP into it and watch LAP give every ancestor its absolute cut until the stack hits 100% and mints revert, while LRP compounds hop by hop and dilutes the original to dust.
A real Omen prediction market on Gnosis, replayed bet by bet: eight AI-agent trades walked P(YES) from 50% to 42% in 13 hours. Tap any bet to rewind the pools, then step in as the ninth bettor — set your estimate, bankroll, and stake, and compare it to the Kelly bet an agent would place.
A live 3D peer-to-peer network: nodes on a fuzzy sphere, gossip links between nearest peers, and transaction pulses propagating hop by hop across the topology.
Forward passes through a small feed-forward network, animated: signals ripple layer to layer, weights set the glow, and activations heat the neurons they reach.