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.
Archive
June 2026
137 artifacts published in this period.
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 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.
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.
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.
chart SVG
The Curve Switch
Grouped bar chart comparing BN254 vs BLS12-381 on-chain gas costs for every precompile operation: G1/G2 adds, scalar mults, and pairings. Log scale reveals the G2 MUL unlock and the counterintuitive pairing inversion.
calculator SVG
The Cascade Calculator
Drag sliders to set provider costs and success rates, then read the profit margin curve. Cascade routing beats expensive-only once the cheap model resolves more than the crossover fraction of queries.
diagram SVG
The x402 Handshake
The x402 HTTP payment exchange: six-step sequence diagram from initial probe through EIP-3009 authorization signing, facilitator settlement, and resource delivery. Tap any step to inspect the exact header format.
simulation SVG
Peer Rank Convergence
Bradley-Terry vs. majority voting over pairwise comparison rounds. Five nodes with hidden quality scores compete; a malicious node is down-ranked by BT while majority voting is captured. Reference: Fortytwo GPQA Diamond — BT 85.90%, majority 68.69%.
diagram SVG
The Slashable Inference
Walk through the EigenAI challenge protocol: from encrypted request and deterministic execution to the on-chain byte-equality check that slashes a cheating operator or clears a frivolous watcher.
chart SVG
Folding Frontier
Proof sizes for six ZK schemes at 1,000 computation steps — hover or tap a row to see the trust model, setup requirement, and primary source. Folding-based IVC (Nova, HyperNova) holds constant; batch STARKs and separate Groth16 proofs grow with depth.
diagram SVG
The Solver Float
ERC-7683 cross-chain intent lifecycle: from signed deposit to solver repayment. Click each stage to see the contract call, struct fields, and timing. Across fills $14B+ at median 8 seconds — the 2-hour optimistic challenge window is where solver capital is locked.