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Add scientific reliability oracle and invariants gate - #171
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Adds a scientific reliability contract and an explicit gate for it.
test_scientific_invariants.py: scalar oracle equivalence across scan/indexed/exact/Hamming policies, stream count conservation, lossless integer count round-trips above float precision, gzip/plain equivalence, and seeded panel determinism.make scientific-testsruns thescientificmarker;make qualityandrelease-readyinclude it.docs/scientific-reliability.mdstates guarantees, enforcement, and the boundary: invariants preserve stated semantics, not biological correctness.Local gates:
make quality(typecheck 41 files, lint, 2116 pytest passed / 11 skipped, compat39 14 passed).