The Emergent Symbolic Structure of Artificial Neural Networks

Glassdoor analysis finds 47% of Gen X workers write positively about their companies' AI use, compared with 40% of millennials and 33% of Gen Z workers (Taylor Nicole Rogers/Bloomberg)

Gen X sees opportunity in AI. Gen Z sees fewer jobs. — Workers in their 40s, 50s and 60s are the most positive about AI …

1d ago ·bloomberg.com

AGM: Achievement-Grounded Memory for Closed-Loop Agents with Frozen VLA Policies

Frozen vision-language-action (VLA) policies offer broad manipulation skills but execute open-loop action chunks without tracking task progress, so the agent cannot reliably decide whether to…

1d ago ·arxiv.org

Your models agreed with each other. They were agreeing with themselves.

There is a small art project in our house that encodes a sentence as nothing but its word lengths. Each word becomes a run of some symbol, repeated once per letter; the symbol itself is chosen at…

• Readings of same encoded message agreed more than chance would predict in first experiment.
• Second experiment showed reversed agreement, highlighting deception by baselines.
• Researchers emphasized importance of using correct competitor for accurate agreement measurement.

1d ago ·dev.to