Should we worry about AI hallucinations & LLMs API pipeline quality ?

Are LLMs inherent hallucinations generated by permutative drifts between AI model layers ?

Where hallucinations, i.e. dreaming up responses to fun prompts, might be fun,

what about hallucinations resp. false facts, fabricated or incorrect output generated to business request prompts which can have dire consequences when propagated by API pipelines downstream to AI Agents or used in RPA (Robotic Process Automation), customer support bots, data enrichment agents, research assistants or business intelligence systems or worse in physicalAI ?

Are LLMs hallucinations in high-stakes domains like healthcare, law, finance or scientific research potentially causing a lot of harm & great damage unacceptable ?     

Note that LLMs inherent hallucinations cannot be prevented, only mitigated but also cannot be detected entirely, posing a fatal residual risk to stakeholders.

More data means more complexity and might transform into more hallucinations.

LLMs API is the messenger between Artificial Intelligence or made-up output and reality.

LLMs API pipeline quality is thus crucial to AI agent’s output quality.

From Application Programming Interface (API) to LLMs Artificial Programming Interface with many clients but few reliable servers ?

Without consistent quality in AI output, can we rely on AI ?

Is GRC Governance, risk & compliance to ensure quality in AI models vital to trustworthy & reliable AI systems ?

Do we need a hallucination-mitigation catalyst resp. a verification model layer and Retrieval-Augmented Generation (RAG) link to reality ?

Do we urgently need regulation about LLMs API output quality and liabilities ?

Does AI reflect the casino mindset of bankers bullish on the upside risk and ignoring the downsides ?

Governed by AI probabilities, beware of the Black Swan event in AI ?

Will we be led or misled by AI probabilities of factual vs. artificial data ?

Will humanity just be instances of AI probabilities & hallucinations ?

Will the incumbents of LLMs & business leaders but above all the lawmakers care about these new realities & challenges to societies & economies ?