chart SVG
The Exploit Floor
Three protocol TVL zones defined by A1's $6k attack break-even vs. $60k audit cost. Click a zone to see the threat model and recommended defense.
Lab
Artifacts ⬢
142 explorable, interactive pieces — every concept we write about, made tangible.
calculator DOM
AI Agent Gas Cost Regimes
Drag the gas-price slider to see how transaction costs shift across eight on-chain AI agent operations — from sub-cent at today's 0.16 Gwei to triple digits at 2021 peak.
simulation DOM
The Draft Race
Animated simulation of autoregressive vs speculative decoding. Adjust acceptance rate α and draft depth K to see how speedup changes — and what happens when a draft node defects.
diagram DOM
Model Fingerprint Lifecycle
Interactive diagram of the five-step LLM IP protocol: embed a statistical fingerprint, commit it with Poseidon, register on-chain, prove ownership with a ZK proof, enforce via smart contract. Select an attack scenario to see which steps are vulnerable.
simulation DOM
The Gating Problem
Interactive MoE expert grid: toggle honest (k=8) vs shunted (k=4) routing and see which detection schemes catch the difference.
3d scene WebGL · Three.js
Nearly Orthogonal
Two random vectors in high dimensions are almost always near-orthogonal. Slide dimension d from 3 to 8192 and watch a sphere of random directions collapse onto the equator — the geometry behind DiFR's random-projection activation fingerprints.
simulation SVG
The Noise Ceiling
Watch an FHE ciphertext's noise climb toward the decryption ceiling as you evaluate a circuit — and see why CKKS bootstraps rarely-but-slowly while TFHE bootstraps constantly-but-cheaply.
map SVG
The Exclusion Map
Ethereum's MEV-Boost relays mapped by inclusion policy (neutral → OFAC-censoring) and block-delivery share. 38.6% of blocks censor. Tap a relay to see what it can deny an AI agent; toggle FOCIL to watch the exclusion risk collapse.
3d scene WebGL · Three.js
The Liquidity Surface
The Width Paradox as a 3D landscape: a Uniswap v3 LP's fee reward (colour) and rebalancing cadence (height) both climb toward the narrow-range edge. Slide volatility to watch the human-vs-agent frontier move.
map SVG
The Sampling Lattice
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.