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Company intelligence / Live profile
Track Goodfire's role in the AI economy through Superpower Daily reporting on models, and tools. This live company page updates automatically as new launches, partnerships, product moves, and market signals are published.
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The approach rewards how a model reaches an answer, not just whether it succeeds. Its central risk: training against a detectable pattern can make that pattern harder to track.
Nick Cammarata’s new essay favors studying neurons directly over untangling them with another model. Preliminary findings have drawn a pointed challenge from Google DeepMind’s Neel Nanda.
The system reserves a second AI model’s review for flagged activity. Goodfire’s cost and detection figures come from its own Kimi K3 tests.
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