Archive
142 artifacts published in this period.
Why memory injection beats prompt injection against on-chain AI agents, in three switchable charts over CrAIBench: 685 attacks skewed to trading, a 55.1%-vs-0% gap on the strongest model, and the fine-tuning defense that drops attack success 85.1% to 1.7%. Tap or arrow the bars for numbers.
One hard question, a swarm of LLM nodes, two ways to agree. Run a round: majority voting picks the most common answer while peer-ranked Bradley-Terry consensus surfaces the best one, and the scoreboard converges on the gap Fortytwo measured. The evaluation-edge slider shows why.
Forward-pass gas for five neural nets run inside the EVM, on a log axis against the live Ethereum (60M) and Base (400M) block-gas ceilings. Toggle ML2SC's measured ~106k gas/edge vs an optimized ~1.5k floor, slide the gas price for a USD readout, and watch an MNIST net blow past 180 Ethereum blocks.
The zkTLS trust boundary, explorable: switch between Plain TLS, MPC-TLS, Proxy-TLS and TEE-TLS to see where the session key lives and whom you must trust, then hit "forge the value" — plain TLS accepts the lie, the other three catch it at different costs.
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.
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.
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.
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.
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.
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.
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.
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).