The platform must be both a programming language and a theorem prover, with code and proofs in one system, with no translation gap. It needs a rich and extensible tactic framework that gives AI structured, incremental feedback: here is the current goal, here are the hypotheses available, here is what changed after each step. AI must control the proof search, not delegate to a black box.
Let the agent plan. Planning should become its responsibility, given that it knows the codebase and does the research.
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Once deployed, future developers and code will be backed not only by a signed tag but by a rich, cryptographically verifiable story about who stands behind it. This means Linux code will be safer than ever.
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Because the test categories are not present during training, this dataset provides a useful benchmark for evaluating whether reconstruction models can generalize beyond the training categories. A small set of non-naturalistic abstract stimuli (e.g., crosses) from this data has been used widely and successfully to demonstrate reconstruction capability outside the (naturalistic) training distributions.