The Last Manual Handoff: Redesigning End-to-End Testing in the Age of AI
In this session, ππππ‘π’π§ ππ‘ππ«π¦π, Senior Manager Quality Engineering at Adidas, asks why end-to-end testing still feels painfully manual after we automated execution, regression, reporting, data creation, test design and even parts of defect analysis. The answer: we automated the activities and forgot the spaces between them. Engineers remain the invisible integration layer carrying information from one testing activity to the next. Sachin also walks through the real engineering journey behind Main Tester United, showing how connecting AI agents into a context-aware quality engineering system moves the field from isolated copilots and productivity tools toward something that participates across the whole testing lifecycle. ππ’π π‘π₯π’π π‘ππ¬: 1:50 Session Opens - The Last Manual Handoff 2:20 We Automated Every Task and End-to-End Testing Still Feels Manual 2:53 The Gaps Between Tasks Were Never Touched 3:25 Speaker Intro - Sachin Sharma, Senior Manager Quality Engineering at Adidas 5:58 What We Genuinely Got Right: Test Execution Is Solved 7:32 Why Local and Unit Testing Is the Easy Part 8:04 Day One of E2E: "Is the Environment Up? Did SAP Receive the Data?" 9:07 Every Pipeline Green and the Week Still Starts With That Thread 12:43 The Mission Failed - and Both Components Were Correct 14:15 Mapping It to the Testing Lifecycle: Requirements to Reporting 15:46 The Boxes Are Automated; The Arrows Are Not 16:16 What Engineers Actually Still Do Between Every Phase 16:46 Deciding Whether a Failure Is Environment, Script or Real Defect 17:17 Explaining That "Complete" Doesn't Mean "Pass" 17:17 Your Humans Have Become the APIs 20:22 We're Doing the Opposite: Giving Testers AI, Changing Nothing Else 20:53 AI-Enabled but Not AI-Native 21:55 The Demonstration Effect: Wanting It Because Someone Showed It 22:25 The Neighbour With the Bigger House and the Car 23:27 See, Compare, Desire - How Most Organisations Adopt AI 23:58 "They Have Five Agents, So I Need Seven" 24:29 Capability Spreads Faster Than the Need For It 24:29 Occam's Razor - Properly Understood 25:00 The Aircraft With a Thousand Necessary Components 25:30 The Mantra: Stop Adding, Start Removing 26:33 The Handoff Tax: Time, Context, Energy, Ownership, Accuracy 27:04 Before You Automate Anything New, Ask If It Adds a Handoff 27:34 We Measure Execution Time and Never Measure Coordination Time 28:05 36 Minutes of Execution Inside 65 Days of Elapsed Time 28:38 The F1 Pit Stop: What If Each Crew Member Raised a Jira Ticket? 29:10 They Engineered the Flow, Not Just the Tasks 29:41 What If the Context Travelled With the Work? 29:41 Introducing the Framework: Testers United 30:44 Context Flowing Left to Right Through Every Agent 31:14 The Agent That Declines to Add a Test Case That Already Exists 31:44 Requirements Traceability Reborn Inside the Agent Chain 32:15 Reports With Context, Not Just Pie Charts 32:45 Demo: Watch the Handoffs, Not the Agents 33:16 A Front End So Non-Testers Can Run It Too 34:17 Creating Jira Tickets, Test Executions and Cases in Sequence 34:47 The Deliberately Failed Test and Its Root-Cause Report 35:17 The Defect Filed With Everything Needed to Reproduce 35:48 The Real Question: What If the First Context Was Wrong? 36:48 The Bullwhip Effect Explained 37:19 Seven Packets of Toilet Paper Becoming Seven Thousand 38:52 The Same Amplification in Software Requirements 39:23 A Message to Anyone Building Testing Tools 39:53 One Wrong Interpretation and Every Downstream Agent Is Wrong 40:25 Build for What Testers Do Between the Automated Steps 40:56 Why So Many Test Case Generators Never Sell 41:57 The Two Extremes: Full Human and Full Autonomy Both Fail 42:28 The Bliss Point Borrowed From Food Product Development 42:58 Finding Your Own Autonomy Sweet Spot 44:03 Three Questions Every AI Testing Product Must Answer 44:34 Who Owns the Context? Who Owns the Decisions? 45:05 Who Owns the Consequences When the Machine Is Wrong? 45:36 Two Kinds of Handoff: Intentional and Accidental 46:07 Keep the Intentional Handoffs; Engineer Out the Accidental Ones 47:13 Focus on the Arrows - SDLC Is No Longer Blocks 48:16 The Next Revolution Is Between the Boxes, Not Inside Them 48:46 Stop Asking What to Automate Next; Ask How to Make It Continuous 50:42 Q&A: Best Practices for Enterprise AI Testing - Start With Tokenisation 52:14 Q&A: The One Mistake QA Engineers Make With AI 54:16 Q&A: The Hardest Part of E2E to Fully Automate 56:47 Q&A: Can AI Understand Business-Critical Journeys Better Than Automation? 57:49 Q&A: Integrating With Azure DevOps Instead of Jira Register for TestMuConf 2027: https://www.testmuai.com/testmuconf-2027/?utm_source=youtube&utm_medium=organic&utm_term=&utm_campaign=the_last_manual_handoff #TestMuConf #TestMuAI #EndToEndTesting #AgenticAI #QualityEngineering #TestAutomation #Adidas #AITesting




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