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science-technology 65d ago

Neuro-Symbolic AI Cuts Training Energy by 100x While Boosting Accuracy to 95%

Tufts University demonstrated that hybrid neuro-symbolic AI combining learned neural control with symbolic planning rules dramatically reduces energy consumption while improving performance. Their system achieved 95% success on Tower of Hanoi puzzles versus 34% for standard systems.

science-technology 66d ago

AI Scientific Hypotheses Lag Humans When Actually Tested

A controlled study pitting Claude 3.5 Sonnet against human NLP specialists found that AI-generated hypotheses showed embellishment — appearing more novel on paper than they proved in the lab. Human hypothesis novelty degraded far less under experimental testing, revealing a systematic AI gap in research feasibility judgment.

science-technology 66d ago

SyntheMol-RL: AI Designs New Antibiotic from 46 Billion Compounds

SyntheMol-RL used reinforcement learning across 46 billion possible compounds — built from 150,000 molecular building blocks — to invent rather than screen molecules. The best variant yielded 11 potent hits from 79 compounds tested against drug-resistant S. aureus, with effectiveness shown in mouse wound models.

science-technology 66d ago

AI Formal Verification Finds 50-Year Gap in Aumann’s Common Knowledge Theorem

Axiom Math’s AI prover found that Aumann’s Common Knowledge Theorem, taught in graduate economics for 50 years, relied on an unstated assumption that the original proof never formally verified. The discovery, made using the Lean proof language, threatens the mathematical foundations of information economics and US antitrust case law.

science-technology 66d ago

AI Authority Effect: Predictive Binding Makes People Forfeit Guaranteed Money

Researchers coined “predictive binding” after finding that AI framing increased irrational one-boxing by 3.39x in a Newcomb’s paradox experiment. The effect held even when participants knew the AI was imperfect — the authority framing alone eroded financial rationality by up to 43%.