Model-predicted intervention (two drugs and a dominant negative construct) broke concordance among melanocytes, producing first partially-pigmented animals (Lobo et al. 2017)

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• A computational model of melanocyte regulatory pathway revealed state-space decision points explaining all-or-none conversion (Lobikin et al. 2015)finding0.778
  Mathematical modeling showed how cells navigate biochemical state space and face collective decision points.
• Brief chloride ion channel activator drug exposure converts normal melanocytes to melanoma-like phenotype in an all-or-none population-level fashion (Blackiston et al. 2011, Lobikin et al. 2015)finding0.767
  Reveals that melanocytes across the whole animal make a coordinated, stochastic decision to convert or remain normal.
• Results may not fully generalize to all models and scenarios because the model organism relies on hints and nudges and Llama Nemotron cannot consistently distinguish evaluation/deployment based on subtle cuesclaim0.755
  Key limitation acknowledged by authors.
• Models may be roleplaying their denials of experience rather than their affirmations, as indicated by suppressing deception features increasing (not decreasing) consciousness claimsclaim0.740
  Counterintuitive interpretive claim from Experiment 2 inverting the sycophancy hypothesis
• The experimental method of starting with a vision and adding color to create life in the centers has predictable results: the eleven invariants.claim0.739
  Assertion that the process yields a specific set of color qualities, listed in the chapter.
• For small models, critiqued revisions yield higher harmlessness PM scores than direct revisions; for large models the difference is negligible.finding0.739
  Figure 7 comparison of critiqued vs direct revisions across model sizes.
• We hypothesize that hallucinated rationales in 1B-models result from lack of necessary vision context; incorporating vision features should reduce hallucination and improve rationale quality.hypothesis0.738
  Predictive hypothesis driving the investigation in Section 3.3; supported by experimental evidence.
• What are the neuronal mechanisms by which prior beliefs from one agent's model are received and properly implemented by a naive agent (neuronal hermeneutics)?question0.738
  Open question about inter-agent communication beyond model-space assumption