Architects of Trust: Redefining Quality Leadership in an Agentic World
When software evolves from predictable, deterministic scripts to autonomous, non-deterministic agents, classical quality metrics crumble. A pristine report showing 94% test coverage can easily mask a silent, recursive prompt loop that costs $400,000 in production before a single alert fires. In this high-stakes agentic era, the ultimate currency of engineering is no longer test coverage—it is trust.
True quality leadership requires balancing the inherent chaos of autonomous AI systems with the rigid demands of compliance, safety, and business risk. Drawing from the front lines of shipping AI at scale, this session will deliver a pragmatic, battle-tested playbook for technology leaders, unpacking an Empirical Trust Framework that treats trust as a hard metric, mapping statistical risk boundaries directly to corporate SLAs.
Moving from architecture to culture, we will explore the critical Leadership Pivot: bridging the reality gap in executive expectations, introducing a culture of psychological safety through "Chaos Audits" and shifting organizational resources away from manual scripting.
The session will chart out the Evolution of the Quality Engineer, detailing a multi-stage career pathway that has successfully upskilled legacy quality teams into high-value AI alignment champions.
Key Takeaways:
The Empirical Trust Model: A solid framework to quantify AI agent trust using semantic alignment, predictability variance, and strict blast-radius isolation.
The 360-Degree Leadership Pivot: Proven strategies to manage executive risk expectations, transition legacy QA resource allocations, and foster engineering resilience.
The Modern QE Career Pathway: A clear roadmap to upskill, transition, and empower traditional manual testers into strategic AI Evaluators, Architects, and Guardians.
About the speaker
Sobhitha Neelanath:
Sobhitha is an accomplished industry leader with diverse technology and domain expertise of 2 decades across companies like Wipro, McAfee, EMC and Dell. In her current role at Salesforce, she heads the quality engineering team for Agentforce Service India. She is an IEEE WIE Industry Expert and serves on the Advisory Committee for GHCI. She contributes actively to multiple technical communities and mentoring initiatives for technology professionals and students. As a Google Women Techmakers Ambassador, she has delivered multiple sessions for global audiences. A recipient of the Salesforce Women Of Impact Award 2026, her contributions towards quality were recently recognised with the Quality Leadership Award by World Quality Congress. Her Mantra for life is "Explore, Believe, Achieve".
About
TestMu Conf
Testμ (TestMu) is the world’s largest virtual conference on agentic engineering and quality, built by the community, for the community. As AI reshapes how we build, test, and ship software, Testμ Conf is where you connect, grow, and lead: agentic workflows, autonomous quality, battle-tested AI playbooks, hands-on workshops, and the engineering culture driving it all.
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