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The Survivability Lift
Before/after bar chart comparing four survivability metrics (MDD, CVaR, Delegation Gap, Attack Success) with and without SAE execution controls, from arXiv 2603.10092.
Archive
June 23, 2026
23 artifacts published in this period.
3d scene WebGL · Three.js
The Phantom Token Cloud
Real reasoning-token embeddings cluster tightly in projected 3D space; phantom billing tokens scatter as noise outside the CoIn detection boundary. Toggle inflate to inject phantom tokens and watch 94.7% get flagged outside the wireframe sphere. Drag to orbit.
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Verifiable Inference Cost Spectrum
Verification overhead (ms, log scale) for five approaches to trustless LLM inference — NabaOS receipts, TOPLOC fingerprints, DiFR seed-commit, output resampling, and full ZK proof. Hover or tap a row for detail.
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The FOCIL Slot
Interactive diagram of Ethereum's FOCIL slot: four phases from IL broadcast (16 validators, 8 KiB each) through builder assembly to attestation. Toggle 'censoring builder' to watch the fork-choice rule reject a block that drops a valid IL transaction.
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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.
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The zkTLS Latency Curve
How long does a web proof take? Drag the crosshair across upload bandwidths to compare TLSNotary's MPC-TLS mode (~30 MB garbled-circuit upload) against the April 2026 Proxy mode — 12.5× faster at residential broadband, 1.8× at fiber.
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The LRT Risk Ladder
Scatter chart placing five major liquid restaking tokens by restaking yield vs. worst historical depeg. Drag the LTV slider to see your liquidation boundary update in real time.
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The Activation Receipt
Switch between FP32, FP16, INT8, and INT4 precision to see how provider activation fingerprints diverge from the reference — and why DiFR flags model substitution in just two forward steps.
diagram SVG
KZG Opening Proof
The KZG polynomial commitment scheme, stepped through. Pick an evaluation point z on the cubic P(x) = x³−2x²−x+2 to watch the opening proof π materialize, see the pairing check pass, then corrupt π to make it fail — and read why 50,000 gas ($0.067) is all Ethereum needs to verify any such claim.
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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.
diagram SVG
The Fault Quadrant
A 2D map of EigenCloud's four fault classes — click any fault type to see which slashing mechanism applies and why.