Archive
15 artifacts published in this period.
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.
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.
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.
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).
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.
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.
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.
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.
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 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.
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.
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.