Archive
142 artifacts, grouped by date.
When does calling an LLM pay off? Pick a task complexity, model tier, and expected profit per decision: the lognormal token distribution — anchored to the paper's 30× variance finding — shows the fraction of invocations that beat break-even. Drag profit up until the green zone dominates.
Four guardrail tiers for on-chain AI agents: probabilistic classifiers through Lean 4 theorem provers. Select an attack scenario to see which tier catches it — and which let it through.
See exactly how DeFi overcollateralization locks capital as a credit tax. Adjust loan amount, collateral asset, and credit tier to watch the cage shrink — or disappear entirely — as on-chain reputation improves.
The six-step lifecycle of a Molecule IP-NFT: from Snapshot vote to on-chain revenue share. Click any stage for verified gas costs, contract addresses, and real numbers from the VITA-FAST fractionalization.
Settlement trust on four rollup architectures, mapped on a log time axis from 2-second soft confirmation to 7-day fraud-proof closure. Click any segment to see what that trust level means and which AI agent actions it covers.
What happens when copying dominates computing in a permissionless training network. Two loss curves — with and without Gauntlet's uniqueness enforcement — diverge as rational miners defect. Tune the compute burden and miner count; watch the copier fraction and training loss respond.
20 weak agents bid for tasks; bankrupt agents are replaced by mutations of the wealthiest survivors. Watch economic selection raise collective performance past a stronger monolithic baseline — the Economy of Minds mechanism. Toggle difficulty, step through rounds, observe wealth cycles.
Log-scale chart comparing physical qubit counts in today's best quantum hardware against the ~500,000-qubit threshold needed to break secp256k1. Tap a chip to see how far it falls short.
Four attack vectors that exploit Polymarket's off-chain match / on-chain settlement gap. Tap a vector to see mechanism, timing, and cost.
Six cross-chain protocols mapped as a trust topology. Each connects Ethereum to other chains — but their security assumptions span multi-sig keys to ZK consensus proofs. Tap a protocol to see its trust threshold, verification gas, and hack history.
Why DeFi agents can't be trained on on-chain P&L alone: adjust σ (ETH's real 3.46% daily vol) and edge α to see how many trades you need for 95% confidence, and how process rewards cut it 10×. Math RL reaches certainty in 7 episodes; DeFi takes 4,600.
Animate three governance regimes — ungoverned, constitutional, and institutional — and watch how only enforceable on-chain penalties drive LLM auction prices back toward the Nash equilibrium.