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#HumanAIinteraction: Human-In-The-Loop versus AI Autonomy. #AIinteraction

Analyzing Human-AI Interaction. Human-In-The-Loop versus… | by Anuj Mehta | Feb, 2024

The article discusses the concepts of Human-In-The-Loop (HITL) and Human-On-The-Loop (HOTL) in the context of human interaction with AI systems. HITL involves direct human involvement in training, tuning, and operating an AI system, where the human provides feedback, makes decisions, or approves outputs in real time. This approach is used in scenarios where the cost of making an error is high or where the AI system is not fully trusted to make decisions independently. An example is a doctor using an AI system to analyze medical images and making the final decision based on the system’s suggestions.

On the other hand, HOTL refers to a model where the AI system operates independently, and a human supervisor monitors its operation, intervening only if the system is not performing as expected or if an unusual situation arises. An example is an AI system controlling a production line in a manufacturing setting, with a human supervisor monitoring its performance and intervening if necessary.

The main difference between HITL and HOTL lies in the level of human involvement and the timing of that involvement. HITL involves real-time input and feedback from humans, while HOTL involves human intervention only when necessary. Additionally, HITL is used when the AI system is not fully trusted to make decisions independently, while HOTL is used when the system is trusted to operate independently, but human oversight is still desired.

The article emphasizes the importance of understanding these different models of human-AI interaction as AI becomes more integrated into daily life. Whether it’s HITL or HOTL, the goal is to create a symbiotic relationship between humans and AI to leverage the strengths of both and create more effective and efficient systems.

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Source link: https://medium.com/@anuj.mehta2015/analyzing-human-ai-interaction-519f1d599eb7?source=rss——artificial_intelligence-5

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