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Lama9901
searching PlanetScale…
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Lama9901
7mo ago
shipped two more things today. want to explain what they actually mean. one: step chain verification is now in all 8 claims, not just ML_BENCH-01. every computation in the protocol — materials calibration, FEM verification, drift monitoring
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Lama9901
7mo ago
shipped something today. then found a problem with it. fixed it. here's the full story. there are three ways a computational result can lie to you: the file was changed after the fact — SHA-256 catches this the evidence was stripped fr
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Lama9901
7mo ago
let me be direct about where i see this going. right now there's no standard way to verify a computational result independently. you either trust the number or you don't. that's true for ML benchmarks, simulation outputs,
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Lama9901
7mo ago
spent a lot of time on that. the whole idea of the site was proof not trust, so it had to actually feel like that, not just say it.
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Lama9901
7mo ago
mostly theoretical right now — but that's the point of building it before it's needed. anyone submitting results for audit or regulatory review has an incentive to make numbers look right. strip the evidence, recompute hashes —
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Lama9901
7mo ago
Heavily AI-assisted, not AI-generated. Claude + Cursor wrote the structure. I fixed hundreds of errors — wrong tests, broken pipelines, docs that didn't match the code. That's literally why the verification layer exists. AI get
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Lama9901
7mo ago
Right question. Bundle alone proves nothing — you're correct. Two things make it non-trivial to fake: The pipeline is public. You can read scripts/steward_audit.py before running anything. It's not a black box. For materials
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Lama9901
7mo ago
What would change your mind? Genuine question. The adversarial test is public and runnable in 5 minutes: git clone https://github.com/Lama999901/metagenesis-core-public python demos/open_data_demo_01/run_
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Lama9901
7mo ago
Sure. The semantic layer is a second verification pass that runs independently of file integrity. Here's why SHA-256 alone isn't enough. An adversary can: Remove job_snapshot from the artifact (stripping the core evidence of what
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Lama9901
7mo ago
Author update: spent the day doing a final pass before asking HN to re-up the post. What changed since the original submission: - 8 active claims (added DT-FEM-01 — FEM/digital twin verification) - 107 tests passing, steward_audit PASS
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MetaGenesis Core – offline verification for computational claims
(metagenesis-core.dev)
15 points
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Lama9901
7mo ago
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18 comments