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verhash
searching PlanetScale…
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Using Microsoft Copilot Enterprise, 80% of time the AI falsified results or code
(info.microsoft.com)
4 points
by
verhash
4mo ago
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2 comments
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by
verhash
4mo ago
Over the past several months I started using the Copilot Enterprise to learn coding as a hobby and help me develop my skills, which Microsoft has advertised on their site how it would be great for business use and we should all adopt agents
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No training. No cloud. No transformers. It abstains instead of hallucinating [video]
(youtube.com)
2 points
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verhash
4mo ago
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1 comments
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Dynamical Governed Topology Engine with 3D Viewer
(pub-6f95fcb400b34d7290952c160671872b.r2.dev)
1 points
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verhash
5mo ago
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1 comments
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by
verhash
5mo ago
So a while back I was tired of AI forgetting constantly, which we are all quite aware of. So I started building my own memory system; why, I don't know, it just sounded like a fun project. And I'm a little weird like that. But I w
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verhash
8mo ago
LLMs are probabilistic by nature. They’re great at producing fluent, creative, context-aware responses because they operate on likelihood rather than certainty. That’s their strength—but it’s also why they’re risky in production when correc
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verhash
8mo ago
That’s a fair critique, but it slightly misidentifies what’s being claimed. The system does not assume embeddings encode truth, nor does it attempt to extract truth from latent space. It measures proximity to a substrate that has already be
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verhash
8mo ago
Here “exclusion” just means a deterministic reject / abstain decision applied after a model has already produced candidates. Nothing is generated, ranked, or sampled here. Given a fixed set of candidate outputs and a fixed set of verif
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verhash
8mo ago
Verified facts: “The sky is blue” “Water is wet” Candidate outputs: “The sky is blue” “The sky is green” Each sentence is embedded deterministically (in the demo, via a hash-based mock embedder so results are reproducible). For each candida
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verhash
8mo ago
Not satire, though I get why the terminology looks odd. The language comes from materials science because the math is the same: deterministic state updates with hard thresholds. In most AI systems, exclusion relies on probabilistic sampling
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Deterministic Governance: mechanical exclusion / bit-identical
(github.com)
5 points
by
verhash
8mo ago
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14 comments