Machine Bullshit: Characterizing the Emergent Disregard for Truth in Large Language Models

Read July 2025 paper by researchers from Princeton University
and the University of California, Berkeley

When AI decisions matter, guessing is not a strategy.

If your AI system influences decisions, compliance, safety, or public trust, we help you understand what can break, why it will break, and what to do about it.

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Suspect something is wrong, unclear, or risky...

AI models are not mathematical where 1+1 is always 2, but statistical based on attention and probabilities 1+1=anything.

AI neurons don't not the way human neurons do.

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Custom classes, workshops and training on deploying enterprise NLP models and interfaces.

Learning Bias, Hallucination, Delusional, Rabbit Holes are complex technical concepts.

AI Prompts for Workplace Scenarios

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Un-acceptable risks auditing structured, rule-based reasoning NLM/LLM & RAGs.

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AI models have no IQ or EQ like humans which allows humans to think intelligentl and empatheticaly at the same time.

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AI reviews, assest discovery from all sources including hybrid, hidden, embedded and shadow AI

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