Hetu

🚨 Live: Hetu 3.0 Deep Intelligence Money— a full upgrade for an AI-native abundance economy.

Years of deep tech & research, now an agentic-ready production stack: 3-Money ( $HETU / $USDAI / $FLUX), EVM causal DAG, and verifiable #PoCW/ #PoSA.

Auditable, financeable intelligence — unlocked.

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encoder, prefill and decode on separate GPUs now. nice work from vLLM

tbh it makes one question way harder. one request touches three pools of GPUs, so who gets paid and how much?

that's pretty much the thing we're building at Hetu

One request, four peers. One parses the question, one fetches the data, one runs the analysis, one assembles the answer. Who gets paid, and how much?

On Hetu it isn't split by GPU time. It's split by contribution: roughly, how much worse the outcome would have been without each peer's part. The exact counterfactual is intractable, so the network approximates it with a Shapley value computed locally on the causal graph around the request. Credit also decays along long chains, so being far upstream doesn't inflate anyone's share.

A peer that burned compute without changing the outcome gets little. Each request only pays the few that made it better.

$HETU

A model ships with a promise: MIT license, no backdoors. A few weeks later an update quietly changes what it does. Who notices?

On Hetu that promise can be posted as a bond. The model declares what it is, puts up collateral, and carries a drift index: how far its actual behaviour has moved from what it declared. The penalty is written in advance, for example drift above 0.1 for 24 hours triggers a slash.

Validators score its actions against the declaration, from 0 to 1. So the promise isn't checked once, at launch, by the people who made it. It keeps being checked while the model is in use.

#DeepIntelligenceMoney $HETU

Joining Hetu takes a TEE registration and a small bond. There's no whitelist.

We chose that on purpose. A whitelist decides in advance who's allowed to do useful work, and someone has to maintain it. We'd rather let anyone try and make cheating expensive.

So a node is judged on what it delivers, and the bond is what it stands to lose. Anyone can challenge a result. If the challenge holds, the bond is slashed.

Would you trade that openness for a curated list?

#DeepIntelligenceMoney