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The Qubit Gap
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.
Archive
June 21, 2026
24 artifacts published in this period.
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The Darwin Machine
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.
simulation DOM
The Gradient Race
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.
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The Finality Ladder
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.
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The IP-NFT Pipeline
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.
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The Collateral Cage
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.
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The Policy Stack
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.
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The Token Margin
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.
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The Softmax Constraint Map
Constraint cost per Transformer operation in a ZK circuit — without and with lookup arguments. Softmax (275→30), LayerNorm (150→20), and GELU (400→40) dominate the budget until Lasso/LogUp replace in-circuit transcendental approximations with table lookups. Tap a row to inspect.
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Hook Permission Visualizer
Explore how Uniswap v4's 14-bit permission bitmap maps to pool lifecycle callbacks. Toggle bits or select preset patterns to see which hook functions fire for each operation.
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The Availability Cliff
Drag the training-duration cursor to see which DA layers can serve your data. EIP-4844 blobs vanish after 18.2 days — the cliff most pipelines fall off.
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The MEV Supply Chain
Interactive diagram of Ethereum's PBS pipeline — Searcher, Builder, Relay, Proposer, Block — with builder concentration numbers, private orderflow paths, and the mev-commit preconf feedback arc.