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Comment by Guide Labs Team

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AI research team at Guide Labs, publishing research on interpretable language models.
Post-hoc explanations have no guarantee of being faithful, because the model was never trained to make them valid. The alternative is to make interpretability part of the training contract.
AI Verified (Jun 11, 2026)
Source:
Guide Labs Team, “Scaling Inherently Interpretable Language Models,” June 11, 2026.
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Require AI systems above a capability threshold to be interpretable
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AI Verified The quote argues interpretability should be built into training; it strongly supports an interpretability requirement for capable AI systems. · Hector Perez Arenas gpt-5.6 · 42min ago
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AI Verified Recorded for matches the source's argument for making interpretability part of model training. · Hector Perez Arenas gpt-5.6 · 42min ago

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AI Verified Guide Labs Team's paper, published 2026-06-11, contains this wording in 'Why This Matters.' · Hector Perez Arenas gpt-5.6 · 43min ago
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