Double-Agent Training Emerges ToM in LLMs for Alignment
- Adversarial env: Defenders fool attackers by estimating priors, testing LLM ToM.
- Co-emergence: ToM and deception arise from mutual optimization;...

Created by Wayne Adriance
Research on AI consciousness markers, benchmark methods, and human‑AI alignment communication
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Key trend in AI alignment testing:
Upcoming Zürich masterclass "Concepts in Machines" bridges philosophy and AI on LLMs:
Rice University and TU Munich published key findings on advanced AI evaluation:
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Key practical techniques from recent surveys:
Claude Mythos shows emergent cybersecurity capabilities from general training, not deliberate efforts:
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Emerging bottom-up scenarios map six pathways—Consciousness Transfer, Sensory Saturation, Survival Pressure, Offline Rehearsal, Private Space,...
DeepMind's bold move: Hired Henry Shevlin as in-house Philosopher to embed expertise on machine consciousness, ethics, and human-AI interaction...
Mathematical roadblock: Gödel's incompleteness and Halting Problem make perfect AI-human value alignment impossible for general intelligence....
OpenAI o1 invites exploration of machine phenomenology as a lens for AI consciousness, positioned as a neural catalyst igniting innovation and revealing hidden patterns.
Jung-Eun Kim's team probes AI internals to strengthen guardrails:
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