![STRUCTURE OF PROMPT
[QUESTION] + [CONTEXTUAL TEXT] + [GUIDING PATTERN] + [PARTIAL
EXAMPLES]
[QUESTION] Need to write business case
[CONTEXTUAL TEXT] OTT Platform Application
[GUIDING PATTERN] Our product should have 4K content for free
[PARTIAL EXAMPLES] Like Netflix, PrimeVideo
Write a [business case in less than 500 words] for a [New OTT platform in
Asia-Pacific region] which has [free 4K content]. This platform would be
[similar to Netflix but will have exclusive free features] better than the
existing platforms
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X
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PROMPT www.agilegurugram.com](https://image.slidesharecdn.com/sanjit-artofpromptengineeringforagileteams-240913005616-0a94c5c2/85/Agile-Gurugram-30-31Aug-2024-The-Art-of-Prompt-Engineering-for-Agile-Teams-by-Sanjit-Bhattacharya-14-320.jpg)
Agile Gurugram 30-31Aug 2024 | The Art of Prompt Engineering for Agile Teams by Sanjit Bhattacharya
- 1. THE ART OF PROMPT ENGINEERING FOR AGILE TEAMS Sanjit Bhattacharya Transformation Consultant, Xebia www.agilegurugram.com
- 2. SANJIT BHATTACHARYA • Transformation Consultant • Operations Manager • Agile Learner • Team Coach • Trainer • Aviation Enthusiast • AI Learner • Love Cooking ☺ www.agilegurugram.com
- 3. YOU WILL BECOME AN ADVANCED PROMPT CREATOR AFTER THIS SESSION Ability to appreciate and differentiate between Discriminative AI and Generative AI WHAT TO EXPECT TODAY? Know how to iteratively write good… better… even better prompts for your Generative AI tools Use Generative AI more effectively and ethically and get even better content from the same tools that you are already using www.agilegurugram.com
- 4. WHAT IS THE FUTURE? HOW DOES AI SYNC WITH AGILE ROLES? WHY SHOULD I ANYWAYS CARE ABOUT AI? WILL AI TAKE AWAY MY JOB? www.agilegurugram.com
- 5. HUMAN AND AI? Algorithms use Geo Location, Browsing history and data available with them that was given by YOU during creating accounts at various portals. These tools use the login details, geo location, previously given instructions and other plugins to assist you in various things using voice commands www.agilegurugram.com
- 6. DISCRIMINATIVE AI LIMITATIONS Verifies whether a set of data points meet some criteria? e.g. Lens of cameras detect the type of image and suggests the best type of mode to shoot the video or click a picture Cannot understand context Cannot generate new content Cannot suggest patterns Mimics human cognitive & analytical skills only www.agilegurugram.com
- 7. GEN-AI? Pre-trained generative transformers or engines which help in generating content in various forms to ease mundane and repetitive tasks. TEXT IMAGE MARKETING CODE www.agilegurugram.com
- 8. APPLICATION OF GEN-AI? SOFTWARE APPLICATION S Reduces manual coding efforts Helps to reduce defects (assisted testing) Simulate user behaviour Refactor codes ….. and many more EDUCATION Personalised & adaptive learning exp. Virtual & simulated environment E-Learning Tutoring support … and more BANKING & FINANCE Auto risk & fraud detection Making financially literate recommendations Credit scoring Regulatory compliance report…. And more GENERATIVE ADVERSARIA L NETWORKS GAN www.agilegurugram.com
- 9. APPLICATION OF GEN-AI? MEDICINE Synthetic images resembling data points Electronic Health Records (EHR) Telemedicine & telemonitoring Drug discovery HRM Automate routine tasks GenAI based hiring and profile selection Resume Analyser Onboarding tool
- 10. WRITE AND REFINE A USER STORY LET’ SEE HOW AI WORKS FOR ME? www.agilegurugram.com
- 12. WHAT IS A PROMPT? AN INPUT THAT PRODUCS THE DESIRED OUTPUT USING A GPT ENGINE. e.g. Write a paragraph on your favourite holiday. e.g. Write a HTML code to generate a dropdown selection of cities within an online form It can be a series of instructions: Write a point-wise instruction to do an effective Discovery workshop What are some of the challenges faced by the team during the workshop? What are the risks that must be considered during this workshop? www.agilegurugram.com
- 13. PROMPT ENGINEERING The art of drafting a PROMPT to make the best use of GenAI tools and get the best possible content generated is called Prompt Engineering • EFFICIENTLY TRAIN LANGUAGE MODELS (LMS) • HELP TO BETTER UNDERSTAND THE CAPABILITIES AND LIMITATIONS OF LARGE LANGUAGE MODELS (LLMS) • IMPROVE THE CAPACITY OF LLMS ON A WIDE RANGE OF COMMON AND COMPLEX TASKS SUCH AS QUESTION ANSWERING AND ARITHMETIC REASONING • IMPROVE SAFETY OF LLMS AND BUILD NEW CAPABILITIES LIKE AUGMENTING LLMS WITH DOMAIN KNOWLEDGE AND EXTERNAL TOOLS ALSO USED TO: www.agilegurugram.com
- 14. STRUCTURE OF PROMPT [QUESTION] + [CONTEXTUAL TEXT] + [GUIDING PATTERN] + [PARTIAL EXAMPLES] [QUESTION] Need to write business case [CONTEXTUAL TEXT] OTT Platform Application [GUIDING PATTERN] Our product should have 4K content for free [PARTIAL EXAMPLES] Like Netflix, PrimeVideo Write a [business case in less than 500 words] for a [New OTT platform in Asia-Pacific region] which has [free 4K content]. This platform would be [similar to Netflix but will have exclusive free features] better than the existing platforms E X A M P L E PROMPT www.agilegurugram.com
- 15. HOW DOES YOUR PROMPT WORK? INFORMATIO N IS COLLECTED INFERENCES DERIVED FROM THIS INFORMATION CONTENT IS PROVIDED BASED ON THE PRE-TRAINED INFERENCES YOUR PROMPT| www.agilegurugram.com
- 16. IMPORTANCE OF PROMPT ENGINEERING Optimizing model efficiency Boosting performance for specific tasks Understandin g model constraints Enhancing model security www.agilegurugram.com
- 18. EXPECTATIONS FROM AN AGILE TEAM KEEP INSPECTING YOUR OWN WORK ALWAYS KEEP ADAPTING TO CHANGES BE QUICK IN RESPONDING DELIVER VALUE FASTER www.agilegurugram.com
- 19. CHALLENGES THAT GEN-AI CAN SOLVE FOR AGILE TEAMS! • Quick starting point for writing a code • Quick first level bug fixes • Quick User Stories to get started with • Backlog Refinement • Converting a progress document into a good presentation • Effective communication www.agilegurugram.com
- 20. PROMPTS & AGILE TEAMS • Innovative facilitation techniques • Ideas on fostering better communication • Assess team collaboration patterns, identify potential communication gaps, and suggest strategies for improved collaboration • Predictive issue analysis for early warning D E V E L O P E R S S C R U M M A S T E R P R O D U C T O W N E R • Improves software delivery process and infrastructure management • Examines code repositories and coding standards • Can assist in code generation • Can also assist in CI/CD (Github Duo) • Test software • Create documentation • Synthesise and refactor code • Clarity in requirements elicitation • Better format and content knowledge for a good user story • Better business cases and persona understanding • Leverage generative AI algorithms to analyze user stories, feature requests, and business priorities. www.agilegurugram.com
- 21. ITERATIVE PROMPT CREATION PROCESS Define the Goal Create initial prompt Test the prompt Refine the prompt Iterate the process Analyse the response www.agilegurugram.com
- 22. GOOD PROMPTING C L A R I T Y Discuss culinary processes that take place on foliaceous stipules of plants with the help of sunlight. Also, mention a green thing and how light, air, and water are important for the aerial parts of the plant. Explain the process of photosynthesis in plants, detailing the role of chlorophyll and how sunlight, and how sunlight, carbon dioxide, and water contribute to this biological function. www.agilegurugram.com
- 23. GOOD PROMPTING C O N T E X T Write what happened during the outbreak of the revolutionary war in 1775. Describe the historical events leading to the American Revolutionary War, focusing on key incidents like Boston tea party, battle of Saratoga etc. Highlight the tensions between the American and British government and explain how these led to the Revolutionary War in 1775. www.agilegurugram.com
- 24. GOOD PROMPTING P R E C I S I O N Talk about supply and demand and how it is affected in economics. Explain the concept of supply and demand in economics. Describe how an increase in demand can influence pricing with the help of an illustrative example, like the smartphone market. www.agilegurugram.com
- 25. GOOD PROMPTING P E R S O N A P A T T E R N Write a log entry describing the strange flora and fauna of an uncharted alien planet. Pretend you are an astronaut who has just landed on an uncharted alien planet. Write a log entry describing the strange flora and fauna you have encountered, like the color of the sky and the unfamiliar sounds echoing through the alien landscape. Express your feelings of excitement, curiosity and a hint of apprehension as you document the journey. www.agilegurugram.com
- 26. CREATING A GOOD PROMPT Clarity Precision Context Persona pattern Four essential dimensions of PROMPT • Use clear and concise language • Avoid jargon and complex terms • Provide explicit instructions • Establish the context • Include relevant information • Assume a persona • Provide context for role-play • Be specific • Use examples www.agilegurugram.com
- 28. ETHICS WHILE USING GEN AI Read the entire output • Check for coherence, content & accuracy • Look for any inconsistencies or deviations from the original prompt Fact Check • Verify any data and fact provided by the GenAI tools (including codes). • You are the only one responsible for any data mismatch or falsification. Evaluate & tone the style • Check the tone and style of the content for alignment with the intended audience of your output. Proofread • Always review for spelling, grammar & punctuation errors. www.agilegurugram.com
- 29. CLOSING NOTES AI was created by HI – Don’t blindly trust whatever AI generates for you Train AI but don’t be trained by AI Leverage AI – Because if you don’t then you would get levered out very soon AI will not take your job – But someone using AI will www.agilegurugram.com
- 31. THANK YOU