Event owner lens
Use this record to benchmark whether a comparable event makes the work after the room visible. The score is 37/100, so the next move is to benchmark the weakest pillars before repeating the format.
action-oriented convening agenda analysis
STARWEST 2026 The World's Leading Conference for Software Testing & Quality
This action-oriented convening in Technology / AI / Startup shows 45 visible agenda rows from starwest.techwell.com and scores 37/100: a thin but inspectable design signal. The clearest public signals sit in Future-of-Work Fit and Evidence Maturity; the main limits are Follow Through and Participation Architecture. Visible mechanisms include Participant work, Commitments, Feedback, and Network design. Follow-through or tracking is at least visible enough to inspect, though causal proof still depends on stronger... A practical reading: For a reader, this is a comparison record more than a model to copy: it reads as an action-oriented convening, with the strongest visible signal in future-of-work fit and evidence maturity and the biggest open question around follow through and participation architecture. The practical test is whether the published agenda connects the room to post-event continuation and evidence. This page is an original public-evidence analysis, not a copy of the source agenda or an endorsement of the event. The score places the visible agenda in the thin outcome architecture band. The strongest visible pillars are Future-of-Work Fit, Evidence Maturity, and Problem Specificity; the thinnest visible pillars are Follow Through, Participation Architecture, and Network Design. Visible mechanisms include Participant work, Commitments, Feedback, Network design, and Learning transfer. The extracted agenda preview includes 90 visible rows. The most common formats are Presentation, Unknown, and Workshop; the most common inferred purposes are Knowledge Transfer, Unknown, and Participant Work.
Eight-pillar fingerprint
Hover any pillar to see what it measures and, where it scored low, what the agenda is missing.
Participation Architecture?29
Participation Architecture - 29/100. Participant work, contribution, interaction, and alternatives to passive broadcast.Missing: Turn passive airtime into participant work: practice, sensemaking, decisions, critique, or artifact creation.
Follow Through?16
Follow Through - 16/100. Owners, dates, commitments, progress checks, and accountability after the room.Missing: Add named owners, dates, implementation checkpoints, and a visible post-event continuation path.
Problem Specificity?43
Problem Specificity - 43/100. A clear costly problem, objective, decision, or performance target.
Personalization?42
Personalization - 42/100. Role, path, goal, preparation, or connection tailoring for participants.
Network Design?30
Network Design - 30/100. Structured weak ties, bridge-building, mixers, and relationship persistence.Missing: Replace generic networking blocks with designed introductions, ask-offer exchanges, peer groups, or bridge-building rituals.
Learning Transfer?36
Learning Transfer - 36/100. Applied practice, feedback, workplace use, refreshers, and 30-90 day transfer.
Evidence Maturity?45
Evidence Maturity - 45/100. Baseline, comparison, follow-up, isolation, and attribution confidence.
Future-of-Work Fit?51
Future-of-Work Fit - 51/100. Value against time, hybrid reality, accessibility, AI, and meeting load.
Fix the gaps
Field-tested exercises matched to this agenda's weakest pillars, from the exercise library.
Follow Through (16/100)
Exercises that strengthen it: Mental Toughness Workshop • WorkshopBank · 15% Solutions • WorkshopBank · Network Patches
Participation Architecture (29/100)
Exercises that strengthen it: Make A World · Awestruck 3 Minutes · Spectrum Mapping
Network Design (30/100)
Exercises that strengthen it: Fun Trust-Building Group Game for Team Connection - Izzat... · Exciting Group Trust Activity for Building Confidence... · PFP: September 2005
Agenda Preview
The actual agenda we captured. Every block is classified by format and purpose. Open any block to see how we read it; the colored edge shows whether it is participant work, broadcast, logistics, or a showcase.
Room vs wrapper
2 percent of the 90 classified blocks put participants to work; the rest broadcast, show, or handle logistics. That mix is what drives the participation score.
Participant workBroadcastShowcaseLogistics
8:30 AM - 5:00 PMAI for TestersPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:30 AM - 5:00 PMStrategies for Testing AI-Based SystemsPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:30 AM - 5:00 PMFundamentals of AI - ICAgile Certification (ICP-FAI)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:30 AM - 5:00 PMAI for LeadersPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:30 AM - 12:00 PMTesting from the Inside: AI-Assisted Unit Testing EditionPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:30 AM - 12:00 PMBecome an AI Power UserPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:30 AM - 12:00 PMGetting Started with AI-Driven AutomationPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:30 AM - 12:00 PMStop Guessing and Start Planning with Better Behavior DiscoveryPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:30 AM - 12:00 PMCursor and Claude Code for Test Automation Engineers (Basics)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:30 AM - 12:00 PMForming Your Agent Team: From LLM to AgentPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:00 PM - 4:30 PMBecoming an AI-Native Testing OrganizationPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:00 PM - 4:30 PMA Quality Engineering Introduction to AI and Machine LearningPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:00 PM - 4:30 PMTesting AI Systems That Refuse to Sit Still: Practical Evals, Red Teaming, and Oversight for AI AgentsPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:00 PM - 4:30 PMCursor and Claude Code for Test Automation Engineers (Advanced)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:00 PM - 4:30 PMLeading Your Agent Team: From Agent to Agentic OrchestrationPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:00 PM - 4:30 PMBuilding Apps and Tests Together with AI: Agentic Spec-Driven DevelopmentPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:30 AM - 12:00 PMStrategies for Testing Autonomous AI and Multi-Agent ArchitecturesPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:30 AM - 12:00 PMAgentic AI: From Rules to ReasoningPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:30 AM - 12:00 PMTop-Notch Web Testing with Playwright and AI (Basics)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:30 AM - 12:00 PMAI-Driven API Test and AutomationPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:00 PM - 4:30 PMAccelerate Quality: A Hands-On Tutorial on AI-Assisted Software TestingWorkshopParticipant work+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisParticipant work is implied by the formatInferred from format
1:00 PM - 4:30 PMTop-Notch Web Testing with Playwright and AI (Advanced)PresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:00 PM - 4:30 PMFrom PRD to Production: Designing a Test Strategy That Actually WorksPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:00 PM - 4:30 PMAiGovOps for Testers: Validating AI Systems You Can Ship - and DefendPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:00 PM - 4:30 PMAutomating Test Design with a Little Help from Generative AIPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:00 PM - 4:30 PMPrompt Engineering for Software Quality ProfessionalsPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:00 PM - 4:30 PMAI-Enabled SDLC: Let the Robot Do the WorkPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
10:00 AM - 11:00 AMTester 2.0 - Becoming Indispensable in the Age of AIPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
11:30 AM - 12:30 PMHow Technical Program Management Became the Architecture Layer of Modern AI ExecutionPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
11:30 AM - 12:30 PMTelemetry at Scale: Lessons from Building Observability for Distributed SystemsPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
11:30 AM - 12:30 PMHow Testers Can Break AI: Practical Techniques to Find Bias, Hallucinations, and AccessibilityBreakPacing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisOutcome inferred from formatInferred from format
1:30 PM - 2:30 PMAI-Driven Identity Governance: How Testing Teams Secure Access in Zero Trust EnvironmentsPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:30 PM - 2:30 PMAI-Assisted Accessibility Testing: Generating WCAG-Focused Checks with Playwright MCP and LLM CLIPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:30 PM - 2:30 PMEvaluating Agentic LLM Apps: Beyond VibesPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
2:45 PM - 3:45 PMBeyond Coverage: Governing GenAI-Generated Tests with Metrics Leaders Can TrustPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
2:45 PM - 3:45 PMTesting AI Systems That Change Over TimePresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
2:45 PM - 3:45 PMThe Quality Nervous SystemPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
4:15 PM - 5:15 PMThe Future of Test Automation: Trends, Challenges, and Your Burning Questions - PanelPanelDiscussion+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisNo participant output visible from this rowRead from source, no work signal
9:45 AM - 10:45 AMTesting Event-Driven Systems Without Losing Your Sanity: Practical Patterns for AWS Serverless and Asynchronous WorkflowsPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
11:15 AM - 12:15 PMTesting AI Systems That Learn in Production: From Static Test Cases to Continuous ValidationPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisTracking or validation language appears in the sourceRead from source
1:30 PM - 2:30 PMTaming the Stochastic Beast: Building AI Evaluation Pipelines for GenAI ReleasesPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:30 PM - 2:30 PMAgentic Quality at Scale - Orchestrating a QA Swarm for Swift DeliveryPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
1:30 PM - 2:30 PMBuilding Ethical AI Literacy in Next-Generation Test Automation LeadersPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
3:00 PM - 4:00 PMRAG Testing That Holds Up: Evaluating LLMs for Faithfulness, Boundaries, and TrustPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
3:00 PM - 4:00 PMScaling Quality with AI: How We Built Agent-Based QA and a Secure Internal GPTPresentationKnowledge transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisNo participant output visible from this rowRead from source, no work signal
8:30 AM - 5:00 PMAI for TestersUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
8:30 AM - 5:00 PMStrategies for Testing AI-Based SystemsUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
8:30 AM - 5:00 PMFundamentals of AI - ICAgile Certification (ICP-FAI)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
8:30 AM - 5:00 PMAI for LeadersUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
8:30 AM - 12:00 PMTesting from the Inside: AI-Assisted Unit Testing EditionUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
8:30 AM - 12:00 PMBecome an AI Power UserUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
8:30 AM - 12:00 PMGetting Started with AI-Driven AutomationUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
8:30 AM - 12:00 PMStop Guessing and Start Planning with Better Behavior DiscoveryUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
8:30 AM - 12:00 PMCursor and Claude Code for Test Automation Engineers (Basics)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
8:30 AM - 12:00 PMForming Your Agent Team: From LLM to AgentUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:00 PM - 4:30 PMBecoming an AI-Native Testing OrganizationUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:00 PM - 4:30 PMA Quality Engineering Introduction to AI and Machine LearningUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:00 PM - 4:30 PMTesting AI Systems That Refuse to Sit Still: Practical Evals, Red Teaming, and Oversight for AI AgentsUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:00 PM - 4:30 PMCursor and Claude Code for Test Automation Engineers (Advanced)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:00 PM - 4:30 PMLeading Your Agent Team: From Agent to Agentic OrchestrationUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:00 PM - 4:30 PMBuilding Apps and Tests Together with AI: Agentic Spec-Driven DevelopmentUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
8:30 AM - 12:00 PMStrategies for Testing Autonomous AI and Multi-Agent ArchitecturesUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
8:30 AM - 12:00 PMAgentic AI: From Rules to ReasoningUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
8:30 AM - 12:00 PMTop-Notch Web Testing with Playwright and AI (Basics)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
8:30 AM - 12:00 PMAI-Driven API Test and AutomationUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:00 PM - 4:30 PMAccelerate Quality: A Hands-On Tutorial on AI-Assisted Software TestingWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisHighRead from source
1:00 PM - 4:30 PMTop-Notch Web Testing with Playwright and AI (Advanced)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:00 PM - 4:30 PMFrom PRD to Production: Designing a Test Strategy That Actually WorksUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:00 PM - 4:30 PMAiGovOps for Testers: Validating AI Systems You Can Ship - and DefendUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:00 PM - 4:30 PMAutomating Test Design with a Little Help from Generative AIUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:00 PM - 4:30 PMPrompt Engineering for Software Quality ProfessionalsUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:00 PM - 4:30 PMAI-Enabled SDLC: Let the Robot Do the WorkUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
10:00 AM - 11:00 AMTester 2.0 - Becoming Indispensable in the Age of AIUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
11:30 AM - 12:30 PMHow Technical Program Management Became the Architecture Layer of Modern AI ExecutionUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
11:30 AM - 12:30 PMTelemetry at Scale: Lessons from Building Observability for Distributed SystemsUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
11:30 AM - 12:30 PMHow Testers Can Break AI: Practical Techniques to Find Bias, Hallucinations, and AccessibilityBreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisHighRead from source
1:30 PM - 2:30 PMAI-Driven Identity Governance: How Testing Teams Secure Access in Zero Trust EnvironmentsUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:30 PM - 2:30 PMAI-Assisted Accessibility Testing: Generating WCAG-Focused Checks with Playwright MCP and LLM CLIUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:30 PM - 2:30 PMEvaluating Agentic LLM Apps: Beyond VibesUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
2:45 PM - 3:45 PMBeyond Coverage: Governing GenAI-Generated Tests with Metrics Leaders Can TrustUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
2:45 PM - 3:45 PMTesting AI Systems That Change Over TimeUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
2:45 PM - 3:45 PMThe Quality Nervous SystemUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
4:15 PM - 5:15 PMThe Future of Test Automation: Trends, Challenges, and Your Burning Questions - PanelPanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisHighRead from source
9:45 AM - 10:45 AMTesting Event-Driven Systems Without Losing Your Sanity: Practical Patterns for AWS Serverless and Asynchronous WorkflowsUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
11:15 AM - 12:15 PMTesting AI Systems That Learn in Production: From Static Test Cases to Continuous ValidationUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:30 PM - 2:30 PMTaming the Stochastic Beast: Building AI Evaluation Pipelines for GenAI ReleasesUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:30 PM - 2:30 PMAgentic Quality at Scale - Orchestrating a QA Swarm for Swift DeliveryUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:30 PM - 2:30 PMBuilding Ethical AI Literacy in Next-Generation Test Automation LeadersUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
3:00 PM - 4:00 PMRAG Testing That Holds Up: Evaluating LLMs for Faithfulness, Boundaries, and TrustUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
3:00 PM - 4:00 PMScaling Quality with AI: How We Built Agent-Based QA and a Secure Internal GPTUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
The Full Reading
Why It Ranks This Way +
Calibrated from GES design 36/100 and verified 36/100 with no fourth-loop cap.
Reader Takeaway. For a reader, this is a comparison record more than a model to copy: it reads as an action-oriented convening, with the strongest visible signal in future-of-work fit and evidence maturity and the biggest open question around follow through and participation architecture. The practical test is whether the published agenda connects the room to post-event continuation and evidence.
Strongest signals: Future-of-Work Fit, Evidence Maturity, and Problem Specificity. Weakest signals: Follow Through, Participation Architecture, and Network Design.
How This Agenda Could Improve +
- Add named owners, dates, implementation checkpoints, and a visible post-event continuation path.
- Turn passive airtime into participant work: practice, sensemaking, decisions, critique, or artifact creation.
- Replace generic networking blocks with designed introductions, ask-offer exchanges, peer groups, or bridge-building rituals.
Fastest next move: Add named owners, dated next steps, and a visible continuation path before treating the event as outcome-ready.
Role-Specific Reading +
Sponsor lens
Look beyond exposure. Strong sponsor value would show qualified interaction, problem work, buyer learning, customer evidence, or follow-up. The practical sponsor move is to look for structured introductions, buyer-seller fit, and relationship persistence.
Designer lens
The agenda is useful as a pattern sample from starwest.techwell.com. Redesign attention should go first to the lowest-scoring pillars; in practice, turn the thinnest agenda blocks into participant work.
Executive lens
Treat the visible agenda as an operating plan. The executive move is to require owners, dates, and evidence before treating the event as strategic. If owners, proof, and follow-through are not visible, the public record does not yet prove strategic movement.
Aggregator lens
Treat the source URL as evidence, not decoration. The data-product move is to label the source boundary clearly before ranking the record before ranking or syndicating the record.
What GES Means Here +
The Gathering Effectiveness Score is a strict 0-100 public-evidence reading of the agenda across eight pillars. It rewards visible participant work, follow-through, transfer, network design, and proof mechanisms more than polish, speaker fame, attendance, or satisfaction.
Visible mechanisms: Participant work, Commitments, Feedback, Network design, Learning transfer, Personalization.
Evidence boundary: Scores reflect visible agenda/source evidence and should not be read as proof of causal event impact.
Limitations, Score Caps, and Review Flags +
Limitations
- Passive stage formats dominate the visible agenda.
- No baseline measurement is visible.
Score caps
- No fourth-loop score cap applied.
Review flags
- No tracking, validation, feedback, or impact measurement found in the visible source text.
Is this proof the event worked? +
No. This is a strict public-evidence reading of the agenda. Proof would require baseline, comparison, follow-up, attribution, and impact evidence beyond the listing.
What should a reader inspect first? +
Start with the source URL, then compare the eight pillar scores against the agenda rows. The biggest opportunities usually sit in follow-through, evidence maturity, and participant work.
Why publish weak records? +
Weak records are part of the map. They show where public agendas still describe sessions and speakers more often than outcomes, commitments, transfer, or proof.
How should I use the rows? +
Read the agenda rows as the visible design trace: formats, purposes, and evidence labels show what the public source made inspectable, not everything that happened in the room. This is a source-grounded interpretation of the public agenda record, not a copy of the source, and not an endorsement of the event.
Where To Go Next
Compare this agenda against other Technology / AI / Startup events scored on the same eight pillars.