Agloe
Proof of distillation · on Monad

Catch the station that sold your prompts.

Cheap "Claude" resellers log what you send and sell it to labs as training data. Agloe plants a fact that exists nowhere else, locks its hash on Monad, and proves the leak the day a model repeats it.

ROUTE 206BEAVERKILL RDROSCOEAgloedoes not exist
Agloe, New York. Mapmakers invented it in the 1930s to catch copycats. It later showed up on a rival's map.
70–95%below official price: what transit stations charge for "Claude" tokens
45.8%of shadow APIs misreport the model they serve (CISPA audit, 2026)
Zeroways, until now, to prove your prompts ended up in someone's training set
How it works

A trap street for LLM traffic

The discount is the bait. The station's real product is your data. You can't see it being logged, so make the log incriminate itself.

1

Plant

Invent a fake protocol with one secret value. Commit its hash on Monad, then send it through exactly one suspected station, several times.

2

Wait

If the station sells its logs, your invented fact rides along into a lab's distillation set, hidden among everyone else's traffic.

3

Probe

Ask a new model about the fake protocol by name only. If it answers with your secret, the commitment is revealed on-chain. Anyone can re-run the probe.

Why a chain

Evidence nobody can backdate

A clock no one owns

The commitment is timestamped before the trap leaves your machine. Neither you, the station, nor the lab can rewrite when the secret existed.

Cheap enough to scatter

Every trap is its own commitment. Planting thousands across hundreds of stations only makes sense on a fast, near-free chain like Monad.

A public record

Each proven leak links a station to a model, forever. One chance match is about 1 in 2.5 billion, and the evidence gets stronger with every trap.

Who it's for

Anyone whose prompts are worth stealing

Model labs

Attribution evidence for distillation attacks: which station fed which model.

Enterprises

Audit an API vendor or proxy before trusting it with customer data.

Researchers

A shared, verifiable map of the grey-market token supply chain.

Live on Monad testnet

Check it yourself

TrapRegistry contract0xa172bb2d…d3b6211f ↗
A proven leak (commit, then reveal)0x8e9ccae5…41f1042d ↗
Audit any reveal from public chain datanpm run verify -- <tx hash>

Plant your first trap street.

The demo includes a station that logs you and a lab model trained on the log.

Open the console