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