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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.
Archive
All dates
138 artifacts, grouped by date.
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The Bandwidth Floor
Required uplink bandwidth vs model scale for three gradient sync strategies: dense DDP, full-precision DiLoCo, and SparseLoCo (146× compressed). Drag the cursor to read bandwidth at any model size; compare to real connectivity levels.
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The Bandwidth Wall
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).
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The Batch Settlement
Step through a CoW Protocol batch auction: intents arrive, the batch seals, solvers compete, settlement executes on-chain, and surplus flows back to traders.
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The Bet Machine
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.
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The Blob Fee Cycle
Interactive chart tracing Ethereum blob base fees from the 1-wei floor at Dencun launch (Mar 2024) through the Dec 2025 surge to an all-time high of 5.69 gwei — click any data point for block-level detail.
simulation DOM
The Byte-Equality Gate
Why re-executing an LLM doesn't reproduce it. One matmul reduces to the logit gap between 'Queens, New York' and 'New York City'; drag the production split-K and watch IEEE-754 rounding flip the token at split 5 and 6, breaking the verifier's digest check. Batch-invariant kernels turn it green.
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The Carry Curve
Cumulative net carry of a $10k delta-neutral perpetual funding harvest over real Hyperliquid funding regimes. The line starts below zero by the round-trip fee, then climbs at the annualized funding rate; a flip slider rolls it over. Carry, not alpha — until funding inverts.
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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.
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The CLMM Strangle
Visualize a Uniswap v3 LP position as a short strangle. Adjust range bounds, implied vol, fee APY, and hold period to see IL vs. the Black-Scholes fair premium — and whether your fee income covers the options risk.
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The Cognitive Penalty
One frozen Qwen-3.5-9B judging adversarial Optimism DAO proposals, deliberation off vs on. System 1 holds every metric at 100%; reasoning drops robustness to 68.5%, flips 27% of verdicts, and costs 17x latency — a 226s window that is itself Governance-Extractable Value. Tap a row.
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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.