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Strategic Considerations for Designing Reward-Driven Multi-Agent Ecosystems
Aparana Gupta
Director of Engineering
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Session Outline
In an age where autonomous agents must do more than operate – they must drive strategy – this 45-minute session equips C-level leaders with strategic frameworks and design considerations for composing reward-driven multi-agent ecosystems. You’ll explore how to translate top-line objectives into incentive mechanisms, select scalable coordination architectures, embed governance and ethics at the core. You will gain the insights to pilot, govern, and scale your own Symphony of Agents – turning dispersed bots into a unified force multiplier that amplifies business impact.
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What you’ll learn
More About Speaker
Vignesh is a Senior SDET with over 10 years of experience in Software Automation Testing, specializing in Web, Mobile, API, and Performance testing. His passion for learning new technologies and tools has enabled him to excel in automation testing across various platforms.
With over 7 years of experience as a Trainer, he has trained more than 5,000 students and is the highest-rated Udemy Instructor. He also conducts corporate training sessions both online and offline.
He is proficient in a range of tools and technologies, including:
– AI: Gen-AI for QA
– Web Automation: Playwright, Cypress, Selenium, WebdriverIO
– Mobile Automation: Appium, Espresso, XCUI Test
– API Automation: RestAssured, Postman, Karate, Katalon
– Performance Testing: Gatling, JMeter
– Programming Languages: Java, JavaScript, TypeScript, Python, Kotlin, Scalaa
More About Speaker
With over 15 years of trailblazing expertise at the nexus of artificial intelligence and data science, Aparana Gupta stands as a beacon of leadership in the technology arena. Her illustrious career, underpinned by an distinguished academic lineage and a relentless commitment to product excellence and design thinking, has propelled her to the forefront of the industry. Renowned for fostering data-centric, AI-empowered cultures, Aparana has consistently ignited innovation and accelerated strategic growth across multiple domains.
Her expansive interdisciplinary skill set spans Statistical and Stochastic Modeling, Machine Learning, Prompt Engineering, and Data Strategy – expertise that not only places her among the elite leaders in AI and analytics but also makes her a highly sought-after thought leader, speaker, and mentor.
At Microsoft Digital & Employee Experience, Aparana Gupta leads a vibrant and diverse team as Principal Software Engineering Manager, passionately engineering next-generation AI solutions. By artfully integrating data, design, technology, and leadership, she is actively shaping the future of innovation.
INDIA's TOP SOFTWARE TESTING EXPERTS
TribeQonf 2025 Speakers
Niranjan Srinivasan
SVP and Service Offering Head
Mahesh Venkataraman
MD- Automation and Technology
Jaydeep Chakrabarty
Head of AI in Tech
Pradeep Soundararajan
Founder & CEO
Aparana Gupta
Director of Engineering
Microsoft
Mallika Fernandes
Managing Director
Harinee Muralinath
Director
Vinayak Hegde
Principal AI Advocate
Ex-Microsoft
Rajalakshmi Srinivasan
Director - Product Management
Rahul Shetty
QA Instructor @ 1 Million Learners Udemy
Rahul Verma
Senior Consultant & AI Coach
Ajesh Viswambharan
Director of QA
Ajay Balamurugadas
Head of Customer Success and Strategy
Sobhitha Neelanath
Sr. Manager, Software Engineering
Raneesh Choudhary
Lead QE
Vignesh S.
Senior SDET
Fathima Harris
Quality Analyst, Lead Consultant
