Event owner lens
Use this record to benchmark whether a comparable event makes the work after the room visible. The score is 31/100, 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 33 visible agenda rows from starwest.techwell.com and scores 31/100: a thin but inspectable design signal. The clearest public signals sit in Evidence Maturity and Future-of-Work Fit; the main limits are Participation Architecture and Follow Through. Visible mechanisms include Commitments, Feedback, Network design, and Learning transfer. 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 evidence maturity and future-of-work fit and the biggest open question around participation architecture and follow through. The practical test is whether the published agenda connects the room to relationship persistence and follow-through. 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 Evidence Maturity, Future-of-Work Fit, and Problem Specificity; the thinnest visible pillars are Network Design, Follow Through, and Participation Architecture. Visible mechanisms include Commitments, Feedback, Network design, Learning transfer, and Personalization. The extracted agenda preview includes 66 visible rows. The most common formats are Presentation, Unknown, and Panel; the most common inferred purposes are Knowledge Transfer, Unknown, and Discussion.
Eight-pillar fingerprint
Hover any pillar to see what it measures and, where it scored low, what the agenda is missing.
Participation Architecture?16
Participation Architecture - 16/100. 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?39
Problem Specificity - 39/100. A clear costly problem, objective, decision, or performance target.
Personalization?35
Personalization - 35/100. Role, path, goal, preparation, or connection tailoring for participants.
Network Design?16
Network Design - 16/100. 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?31
Learning Transfer - 31/100. 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?42
Future-of-Work Fit - 42/100. 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.
Participation Architecture (16/100)
Exercises that strengthen it: Make A World · Awestruck 3 Minutes · Spectrum Mapping
Follow Through (16/100)
Exercises that strengthen it: Mental Toughness Workshop • WorkshopBank · 15% Solutions • WorkshopBank · Network Patches
Network Design (16/100)
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
0 percent of the 66 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 PMFundamentals of Agile Test Automation - ICAgile Certification (ICP-ATA)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 PMSoftware Tester Certification Foundation Level - ISTQB CTFL v4.0PresentationKnowledge 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 PMTest Automation: How to Start and SucceedPresentationKnowledge 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 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
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 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 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
1:00 PM - 4:30 PMTest Smarter, Not Harder: How to Design Test Suites for Continuous 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
8:30 AM - 12:00 PMExploratory Testing in the Heat of the SprintPresentationKnowledge 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 PMTest Automation Architecture Master ClassPresentationKnowledge 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 PMWeb Security Testing: The Basics and MorePresentationKnowledge 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 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 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
11:30 AM - 12:30 PMAutomating the Migration: Scaling Cypress to Playwright Migrations with AI-Driven VelocityPresentationKnowledge 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 PMHerding Cats in the Cloud: QA Strategies for Non-Deterministic "Agentic" 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
2:45 PM - 3:45 PMTest-Driven Thinking in an AI-dominated WorldPresentationKnowledge 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 PMAutomating Quality at Scale: Test Strategies for Video Streaming PlatformsPresentationKnowledge 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 AMAI Enablement at Scale: How to Lead an Organization Through a Successful AI TransformationPresentationKnowledge 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
11:15 AM - 12:15 PMTesting the Untestable: How to Validate Cloud‑Dependent Features You Don’t Fully Own and ControlPresentationKnowledge 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 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 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
4:15 PM - 5:15 PMCartoon Logic, Real Automation: What We Learned from Saturday Morning CartoonsPresentationKnowledge 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 PMFundamentals of Agile Test Automation - ICAgile Certification (ICP-ATA)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
8:30 AM - 5:00 PMSoftware Tester Certification Foundation Level - ISTQB CTFL v4.0UnknownUnknown+
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 PMTest Automation: How to Start and SucceedUnknownUnknown+
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 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
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 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 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
1:00 PM - 4:30 PMTest Smarter, Not Harder: How to Design Test Suites for Continuous DeliveryUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
8:30 AM - 12:00 PMExploratory Testing in the Heat of the SprintUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
8:30 AM - 12:00 PMTest Automation Architecture Master ClassUnknownUnknown+
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 PMWeb Security Testing: The Basics and MoreUnknownUnknown+
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 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 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
11:30 AM - 12:30 PMAutomating the Migration: Scaling Cypress to Playwright Migrations with AI-Driven VelocityUnknownUnknown+
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 PMHerding Cats in the Cloud: QA Strategies for Non-Deterministic "Agentic" WorkflowsUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
2:45 PM - 3:45 PMTest-Driven Thinking in an AI-dominated WorldUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
2:45 PM - 3:45 PMAutomating Quality at Scale: Test Strategies for Video Streaming PlatformsUnknownUnknown+
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 AMAI Enablement at Scale: How to Lead an Organization Through a Successful AI TransformationUnknownUnknown+
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
11:15 AM - 12:15 PMTesting the Untestable: How to Validate Cloud‑Dependent Features You Don’t Fully Own and ControlUnknownUnknown+
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 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
4:15 PM - 5:15 PMCartoon Logic, Real Automation: What We Learned from Saturday Morning CartoonsUnknownUnknown+
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 29/100 and verified 30/100 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 evidence maturity and future-of-work fit and the biggest open question around participation architecture and follow through. The practical test is whether the published agenda connects the room to relationship persistence and follow-through.
Strongest signals: Evidence Maturity, Future-of-Work Fit, and Problem Specificity. Weakest signals: Network Design, Follow Through, and Participation Architecture.
How This Agenda Could Improve +
- Replace generic networking blocks with designed introductions, ask-offer exchanges, peer groups, or bridge-building rituals.
- 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.
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: 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
- Stage-only agenda: mostly panels/keynotes/presentations with no visible participant work or commitments.
- 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.