PROMPT LIKE A DOCTOR (AI Long Story Short | 5-Minute Edition)
You have used LLMs and Chatbots for long, but are unhappy with the outputs. Ever wondered why? Perhaps your prompts needed some "inoculation"!
Welcome to a fast, powerful 5-minute AI explainer from the AI Long Story Short playlist on the Billion Hopes channel.
INOCULATION PROMPTING: a prompt-engineering technique in which a model is explicitly warned in advance about common failure modes - such as hallucination, overconfidence, bias, or unsupported assumptions - before it generates a response. The approach draws an analogy to medical inoculation: by briefly exposing the model to likely errors or traps, the prompt encourages more cautious and self-monitoring generation behaviour.
This video is good for
- Absolute beginners
- Students and educators
- Working professionals & managers
- CXOs, decision-makers & policymakers
- Anyone who wants the AI big picture - fast
About the Mentor
This topic is taught by Mentor Sandy (Sandeep Manudhane), Founder of Billion Hopes - AI for Real Impact - a platform dedicated to mentoring learners, educating professionals, transforming organizations, and helping policymakers understand and adopt AI responsibly.
With over three decades of experience, Mentor Sandy specializes in simplifying complex technologies and connecting AI to real-world impact.
You have used LLMs and Chatbots for long, but are unhappy with the outputs. Ever wondered why? Perhaps your prompts needed some "inoculation"!
Welcome to a fast, powerful 5-minute AI explainer from the AI Long Story Short playlist on the Billion Hopes channel.
INOCULATION PROMPTING: a prompt-engineering technique in which a model is explicitly warned in advance about common failure modes - such as hallucination, overconfidence, bias, or unsupported assumptions - before it generates a response. The approach draws an analogy to medical inoculation: by briefly exposing the model to likely errors or traps, the prompt encourages more cautious and self-monitoring generation behaviour.
This video is good for
- Absolute beginners
- Students and educators
- Working professionals & managers
- CXOs, decision-makers & policymakers
- Anyone who wants the AI big picture - fast
About the Mentor
This topic is taught by Mentor Sandy (Sandeep Manudhane), Founder of Billion Hopes - AI for Real Impact - a platform dedicated to mentoring learners, educating professionals, transforming organizations, and helping policymakers understand and adopt AI responsibly.
With over three decades of experience, Mentor Sandy specializes in simplifying complex technologies and connecting AI to real-world impact.


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