Event owner lens
Use this record to benchmark whether a comparable event makes the work after the room visible. The score is 21/100, so the next move is to benchmark the weakest pillars before repeating the format.
broadcast-heavy conference agenda analysis
21 Jul CAS Tech Day 2026 Conference
This broadcast-heavy conference in Technology / AI / Startup shows 30 visible agenda rows from castechday2026.sched.com and scores 21/100: a weak visible outcome architecture. The clearest public signals sit in Evidence Maturity and Future-of-Work Fit; the main limits are Follow Through and Network Design. Visible mechanisms include Participant work and Learning transfer. The public record does not show follow-up or tracking, so the score should be read as design intent rather than durable impact. A practical reading: For a reader, this is mainly a warning or source-evidence record: it reads as a broadcast-heavy conference, with the strongest visible signal in evidence maturity and future-of-work fit and the biggest open question around follow through and network design. 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 weak visible effectiveness evidence band. The strongest visible pillars are Evidence Maturity, Future-of-Work Fit, and Learning Transfer; the thinnest visible pillars are Follow Through, Network Design, and Personalization. Visible mechanisms include Participant work and Learning transfer. The extracted agenda preview includes 60 visible rows. The most common formats are Presentation and Unknown; the most common inferred purposes are Knowledge Transfer and Unknown.
Eight-pillar fingerprint
Hover any pillar to see what it measures and, where it scored low, what the agenda is missing.
Participation Architecture?22
Participation Architecture - 22/100. Participant work, contribution, interaction, and alternatives to passive broadcast.
Follow Through?5
Follow Through - 5/100. 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?22
Problem Specificity - 22/100. A clear costly problem, objective, decision, or performance target.
Personalization?16
Personalization - 16/100. Role, path, goal, preparation, or connection tailoring for participants.Missing: Create role-based paths, prepared questions, tailored breakouts, or participant-specific next steps.
Network Design?6
Network Design - 6/100. 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?32
Learning Transfer - 32/100. 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.
Follow Through (5/100)
Exercises that strengthen it: Mental Toughness Workshop • WorkshopBank · 15% Solutions • WorkshopBank · Network Patches
Network Design (6/100)
Exercises that strengthen it: Fun Trust-Building Group Game for Team Connection - Izzat... · Exciting Group Trust Activity for Building Confidence... · PFP: September 2005
Personalization (16/100)
Exercises that strengthen it: Journey Mapping • WorkshopBank · Group Energiser & Perspective-Changing Exercise - Paradigm... · Photo Storytelling
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 60 classified blocks put participants to work; the rest broadcast, show, or handle logistics. That mix is what drives the participation score.
Participant workBroadcastShowcaseLogistics
9:00 AM EDTAgentic Chemistry 1st Floor - Great Hall Meeting Room 3James Law • Brian HabersbergerPresentationKnowledge 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
9:00 AM EDTLego for Production: Composable Building Blocks for Real Software 3rd Floor - Cartoon RoomBrett Merold • Prithviraj PatelPresentationKnowledge 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
9:00 AM EDTWhat Happens After You Adopt AI 1st Floor - US Bank Conference TheaterChris Clonch • Ashutosh PardeshiPresentationKnowledge 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
9:00 AM EDTDemystifying Cybersecurity: A Behind the Scenes Look 1st Floor - Great Hall Meeting Room 1 & 2Alex LaffeyPresentationKnowledge 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
9:00 AM EDTNewly Single: A PatentPak Optimization Story 2nd Floor - Senate ChamberLei Feng • Sumita Shome • Thien NguyenPresentationKnowledge 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 EDTBioCurator: Automated Bioactivity Curation from Scientific Literature Using On-Premises Multimodal LLMs 2nd Floor - Senate ChamberNilesh TawariPresentationKnowledge 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 EDTThe GenAI Divide 1st Floor - Great Hall Meeting Room 1 & 2Wade Shepard • Erica JacksonPresentationKnowledge 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 EDTMeet CAS Newton and CAS Anywhere: A New Force in Research, Wherever You Work 1st Floor - US Bank Conference TheaterAhmad Farag • Yen Lee • Zachary Baruch • Amjad RammahiPresentationKnowledge 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 EDTTalking about Tautomers - A Cheminformatics Story 3rd Floor - Cartoon RoomAndy FedusPresentationKnowledge 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 EDTMaximizing Efficiency with Ivanti Request Offerings and Jira Integration 1st Floor - Great Hall Meeting Room 3Anthony Valenti • Sam Roop • Eric DziengowskiPresentationKnowledge 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
11:00 AM EDTCheminformatics for Software Engineers 101 -- Structure Formats 3rd Floor - Cartoon RoomRebecca Haninger • Jonathan Caudill • Drishti MittalPresentationKnowledge 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
11:00 AM EDTIntroducing the Lithium API 1st Floor - Great Hall Meeting Room 1 & 2Nick WattsPresentationKnowledge 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
11:00 AM EDTThe Scientific Knowledge Platform (SKP): A Modern Curation Solution 1st Floor - US Bank Conference TheaterDavid Dastrup • Allison Dick • Laura MaurerPresentationKnowledge 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
11:00 AM EDTAccelerating Data Quality in CO: Transforming Ingestion, Review, and Harmonization 2nd Floor - Senate ChamberKaarina Lokko • Sean CollinsPresentationKnowledge 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
11:00 AM EDTTECOPS: Crank up the volume--turn down the noise; volume = automated capabilities; noise = interrupts 1st Floor - Great Hall Meeting Room 3Dawn HandyPresentationKnowledge 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 EDTThere and Back Again: Hybrid Chemical Name Resolution for Reducing LLM Hallucination 3rd Floor - Cartoon RoomDmitrii PolshakovPresentationKnowledge 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 EDTThe Remix in Action: From Rapid Build to Production Handoff 1st Floor - Great Hall Meeting Room 3Katie Hathaway • Kurt LehmkuhlPresentationKnowledge 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 EDTNewton: Where We Are, Where We're Going, and What Models Can't Do Without Us 1st Floor - US Bank Conference TheaterJeremy Schmersal • Philippe Ayala • David Fleig • Taylor Whittaker • James LawPresentationKnowledge 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 EDTHacked by Hollywood: The Psychology Behind Our Clicks 1st Floor - Great Hall Meeting Room 1 & 2Michaela Vojta • Mia PinnixPresentationKnowledge 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 EDTSpark Weave - Spark Orchestration Framework 2nd Floor - Senate ChamberAhmad FaragPresentationKnowledge 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
2:00 PM EDT"One platform, infinite intelligence: our Snowflake story"Tagline: "Data warehousing, analytics, and AI - all in one place, all working together" 1st Floor - Great Hall Meeting Room 3Ram PathakPresentationKnowledge 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
2:00 PM EDTSharper Boxes, Cleaner Crops: Recent Improvements to the OSR Pipeline for Chemical Structure Extraction 2nd Floor - Senate ChamberNaum SayfullilnPresentationKnowledge 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
2:00 PM EDTTool, Not Crutch: An Early Career AI Playbook 1st Floor - US Bank Conference TheaterAbshir Ali • Destiny SchiffPresentationKnowledge 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
2:00 PM EDTTurning It Up to 11: How M365 Copilot Amplifies How We Work at CAS 1st Floor - Great Hall Meeting Room 1 & 2Justin Lane • Alberto Serrano-ChavezPresentationKnowledge 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
2:00 PM EDTInteractive Retrosynthesis 3rd Floor - Cartoon RoomJunyan Wang • Paul Steffas • Gayathri HandaPresentationKnowledge 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 EDTAgent Runtimes in the Open: Observability with LangFuse and AgentCore 1st Floor - Great Hall Meeting Room 3Daqi (Tony) QianPresentationKnowledge 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 EDTWhen AI Answers the Page: Automating Infrastructure Remediation 1st Floor - Great Hall Meeting Room 1 & 2Anatoli Ivanov • Michael McClintockPresentationKnowledge 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 EDTBuilding Agents That Actually Work: Hard-Won Lessons from the Scifinder Agent 1st Floor - US Bank Conference TheaterMatthew WeimerPresentationKnowledge 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 EDTToward a Smarter, More Modern CAS Substance Registry 3rd Floor - Cartoon RoomHaitao Chen • Matthew Fleming • Clayton Threatt • Allison DickPresentationKnowledge 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 EDTFaster, Together: How Tackle Team Tuesday Rewired Our Stakeholder Relationship 2nd Floor - Senate ChamberLaura Czuba • Brett MeroldPresentationKnowledge 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
9:00 AM EDTAgentic Chemistry 1st Floor - Great Hall Meeting Room 3James Law • Brian HabersbergerUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
9:00 AM EDTLego for Production: Composable Building Blocks for Real Software 3rd Floor - Cartoon RoomBrett Merold • Prithviraj PatelUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
9:00 AM EDTWhat Happens After You Adopt AI 1st Floor - US Bank Conference TheaterChris Clonch • Ashutosh PardeshiUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
9:00 AM EDTDemystifying Cybersecurity: A Behind the Scenes Look 1st Floor - Great Hall Meeting Room 1 & 2Alex LaffeyUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
9:00 AM EDTNewly Single: A PatentPak Optimization Story 2nd Floor - Senate ChamberLei Feng • Sumita Shome • Thien NguyenUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
10:00 AM EDTBioCurator: Automated Bioactivity Curation from Scientific Literature Using On-Premises Multimodal LLMs 2nd Floor - Senate ChamberNilesh TawariUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
10:00 AM EDTThe GenAI Divide 1st Floor - Great Hall Meeting Room 1 & 2Wade Shepard • Erica JacksonUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
10:00 AM EDTMeet CAS Newton and CAS Anywhere: A New Force in Research, Wherever You Work 1st Floor - US Bank Conference TheaterAhmad Farag • Yen Lee • Zachary Baruch • Amjad RammahiUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
10:00 AM EDTTalking about Tautomers - A Cheminformatics Story 3rd Floor - Cartoon RoomAndy FedusPresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisHighRead from source
10:00 AM EDTMaximizing Efficiency with Ivanti Request Offerings and Jira Integration 1st Floor - Great Hall Meeting Room 3Anthony Valenti • Sam Roop • Eric DziengowskiUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
11:00 AM EDTCheminformatics for Software Engineers 101 -- Structure Formats 3rd Floor - Cartoon RoomRebecca Haninger • Jonathan Caudill • Drishti MittalUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
11:00 AM EDTIntroducing the Lithium API 1st Floor - Great Hall Meeting Room 1 & 2Nick WattsUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
11:00 AM EDTThe Scientific Knowledge Platform (SKP): A Modern Curation Solution 1st Floor - US Bank Conference TheaterDavid Dastrup • Allison Dick • Laura MaurerUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
11:00 AM EDTAccelerating Data Quality in CO: Transforming Ingestion, Review, and Harmonization 2nd Floor - Senate ChamberKaarina Lokko • Sean CollinsUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
11:00 AM EDTTECOPS: Crank up the volume--turn down the noise; volume = automated capabilities; noise = interrupts 1st Floor - Great Hall Meeting Room 3Dawn HandyUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:00 PM EDTThere and Back Again: Hybrid Chemical Name Resolution for Reducing LLM Hallucination 3rd Floor - Cartoon RoomDmitrii PolshakovUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:00 PM EDTThe Remix in Action: From Rapid Build to Production Handoff 1st Floor - Great Hall Meeting Room 3Katie Hathaway • Kurt LehmkuhlUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:00 PM EDTNewton: Where We Are, Where We're Going, and What Models Can't Do Without Us 1st Floor - US Bank Conference TheaterJeremy Schmersal • Philippe Ayala • David Fleig • Taylor Whittaker • James LawUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:00 PM EDTHacked by Hollywood: The Psychology Behind Our Clicks 1st Floor - Great Hall Meeting Room 1 & 2Michaela Vojta • Mia PinnixUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
1:00 PM EDTSpark Weave - Spark Orchestration Framework 2nd Floor - Senate ChamberAhmad FaragUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
2:00 PM EDT"One platform, infinite intelligence: our Snowflake story"Tagline: "Data warehousing, analytics, and AI - all in one place, all working together" 1st Floor - Great Hall Meeting Room 3Ram PathakUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
2:00 PM EDTSharper Boxes, Cleaner Crops: Recent Improvements to the OSR Pipeline for Chemical Structure Extraction 2nd Floor - Senate ChamberNaum SayfullilnUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
2:00 PM EDTTool, Not Crutch: An Early Career AI Playbook 1st Floor - US Bank Conference TheaterAbshir Ali • Destiny SchiffUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
2:00 PM EDTTurning It Up to 11: How M365 Copilot Amplifies How We Work at CAS 1st Floor - Great Hall Meeting Room 1 & 2Justin Lane • Alberto Serrano-ChavezUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
2:00 PM EDTInteractive Retrosynthesis 3rd Floor - Cartoon RoomJunyan Wang • Paul Steffas • Gayathri HandaUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
3:00 PM EDTAgent Runtimes in the Open: Observability with LangFuse and AgentCore 1st Floor - Great Hall Meeting Room 3Daqi (Tony) QianUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
3:00 PM EDTWhen AI Answers the Page: Automating Infrastructure Remediation 1st Floor - Great Hall Meeting Room 1 & 2Anatoli Ivanov • Michael McClintockUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
3:00 PM EDTBuilding Agents That Actually Work: Hard-Won Lessons from the Scifinder Agent 1st Floor - US Bank Conference TheaterMatthew WeimerUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
3:00 PM EDTToward a Smarter, More Modern CAS Substance Registry 3rd Floor - Cartoon RoomHaitao Chen • Matthew Fleming • Clayton Threatt • Allison DickUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisHighRead from source
3:00 PM EDTFaster, Together: How Tackle Team Tuesday Rewired Our Stakeholder Relationship 2nd Floor - Senate ChamberLaura Czuba • Brett MeroldUnknownUnknown+
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 23/100 and verified 24/100 with no fourth-loop cap.
Reader Takeaway. For a reader, this is mainly a warning or source-evidence record: it reads as a broadcast-heavy conference, with the strongest visible signal in evidence maturity and future-of-work fit and the biggest open question around follow through and network design. The practical test is whether the published agenda connects the room to post-event continuation and evidence.
Strongest signals: Evidence Maturity, Future-of-Work Fit, and Learning Transfer. Weakest signals: Follow Through, Network Design, and Personalization.
How This Agenda Could Improve +
- Add named owners, dates, implementation checkpoints, and a visible post-event continuation path.
- Replace generic networking blocks with designed introductions, ask-offer exchanges, peer groups, or bridge-building rituals.
- Create role-based paths, prepared questions, tailored breakouts, or participant-specific next steps.
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 ask for qualified interaction and post-event proof, not only reach.
Designer lens
The agenda is useful as a pattern sample from castechday2026.sched.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, Learning transfer.
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
- No visible follow-up, progress monitoring, or longitudinal tracking.
- Passive stage formats dominate the visible agenda.
- No baseline measurement is visible.
Score caps
- No fourth-loop score cap applied.
Review flags
- Agenda is useful as a source record but weak as evidence of gathering effectiveness.
- No source-backed follow-up, validation, baseline, tracking, or impact evidence.
- 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.
- Original category was unknown; publication category is inferred.
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.
Embed the verified badge +
This record is in the hand-verified gold set. Copy the snippet below to embed the verified badge on your own site.
<a href="https://unitedwetransform.com/events/evt_2026_21_jul_cas_tech_day_2026_conference_july_21_21_2026_21_castechday2026_2026"><img src="https://unitedwetransform.com/badge/ges-verified.svg" alt="GES verified by United We Transform" height="40"></a>Where To Go Next
Compare this agenda against other Technology / AI / Startup events scored on the same eight pillars.