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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.
Archive
2026
138 artifacts published in this period.
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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 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 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 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 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 AUM Gap
Log-scale comparison of MC/AUM ratios across AI agent tokens and DeFi protocols, plus gain distribution across 925k holders. Click bars to explore.
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The Attestation Ladder
The on-chain gas cost of verifying a TEE attestation quote, across three paths: naive Solidity (~4.5M), the EIP-7951 precompile (~3.5M), and a zkVM-compressed proof (flat ~290k). Tap a bar and scale to attestations-per-day — the flat proof is the only path that survives continuous agent attestation.
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The Attestation Chain
The TEE remote-attestation chain of trust, stepped through: silicon root, CPU TDX quote, H100 attestation, on-chain DCAP verifier, signed inferences. Flip to the TEE.fail forged-quote path and watch the verifier still return valid — the crypto checks out, the premise is false.
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The All-to-All Wall
Decode speed of a frontier MoE model versus interconnect bandwidth. Each layer's expert routing is an all-to-all shuffle bounded by the slowest link. Drag from NVLink down to home broadband: the line crosses the interactive floor at the datacenter edge, then falls to seconds per token.
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The All-Reduce Atlas
Where decentralized training nodes sit on Earth and what it costs to sync them. Toggle INTELLECT-1's three measured configurations and watch the ring all-reduce span the globe: 103s inside the USA, 382s across the Atlantic, 469s once Asia joins.
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The Agent Trajectory
Step through a DeFi AI agent's 8-step execution cycle as a TrajAD-style detector scores each step in real time. Inject a fault to watch a poisoned decision spike to 0.97 and trigger a bisection dispute game that isolates the bad step in 3 rounds.