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Archive

2026

145 artifacts published in this period.

simulation SVG

Generation Loss

Train a model on its own output, generation after generation. Each step draws a finite sample of size M and refits — so the tails starve first and the curve collapses toward a spike. Toggle replace vs accumulate: replace drives σ̂ toward zero, accumulate holds it. A copy of a copy of a copy.

chart SVG

Folding Frontier

Proof sizes for six ZK schemes at 1,000 computation steps — hover or tap a row to see the trust model, setup requirement, and primary source. Folding-based IVC (Nova, HyperNova) holds constant; batch STARKs and separate Groth16 proofs grow with depth.

simulation Canvas 2D

Falsifier Gate

An agentic audit swarm's load-bearing stage: hypothesis particles leave the contract and hold at the falsifier gate while a proof-of-concept runs — hallucinated findings burst into debris, executable ones pass into the report. Tap a code line to plant a bug and watch the swarm catch it.

calculator DOM

Emission Engine

Run the same emission-capture attack against both of Bittensor's allocation regimes: a refundable constant-product price pump (dTAO, pre-Nov 2025) versus an EMA-smoothed staking flow with a 30-day half-life (TaoFlow). Real protocol constants show why one pays instantly and the other decays.

simulation Canvas 2D

Dispute Bisection

A fraud-proof dispute game you can rig: tap any step of the computation trace to plant a fault, then watch the chain bisect proposer vs watcher commitments — six queries isolate the one divergent step, it gets re-executed on-chain, and the liar's bond is slashed.

map SVG

Bridge Trust Spectrum

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.

calculator DOM

BME Equilibrium

Render's Burn-Mint Equilibrium with the real protocol constants: drag the demand and price sliders to see monthly burns race the 492,132 RENDER emission schedule, toggle RNP-023's Salad flows on, and find the demand level where the network actually stops inflating.

simulation WebGL · Three.js

Block Mesh

A live 3D peer-to-peer network: nodes on a fuzzy sphere, gossip links between nearest peers, and transaction pulses propagating hop by hop across the topology.

calculator DOM

Blast Radius

What a hijacked agent key costs under three custody models: a raw EOA key loses the whole wallet instantly, an expiry-only session key does too, and a per-period spend permission caps the bleed. Drag the sliders — or load a real 35.97 USDC/day permission pulled off Base — and watch the staircase.

diagram Canvas 2D

Attention Lens

Transformer attention made visible: hover or tap any token in the sentence and watch weighted arcs reach for the tokens it attends to, with glow proportional to attention weight. Left alone, the lens auto-cycles through the sequence.

calculator DOM

AI Agent Gas Cost Regimes

Drag the gas-price slider to see how transaction costs shift across eight on-chain AI agent operations — from sub-cent at today's 0.16 Gwei to triple digits at 2021 peak.

calculator SVG

Agent Memory Cost Map

Adjust memory entries per call, call frequency, and gas price to see how monthly on-chain cost diverges across four persistent-memory architectures: SSTORE, event logs, IPFS+CID, and TEE.

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