How specialized models understand Web3 context

Code versions, target networks and on-chain time determine whether an answer applies.

Information needs context

The same contract logic can behave differently across dependency versions. The same address may represent different entities on different networks. Web3 research needs an explicit chain, time range, source and code version.

Organize capability around tasks

HZB’s capability profiles define different inputs and outputs for Solidity, on-chain analysis, risk review, orchestration and semantic retrieval. Together they support Web3 workflows.

Sources and uncertainty

Research outputs should retain source and time context. When sources conflict, access is insufficient or information is incomplete, outputs should explain their limits and propose review steps.

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