Event owner lens
Use this record to benchmark whether a comparable event makes the work after the room visible. The score is 46/100, so the next move is to benchmark the weakest pillars before repeating the format.
action-oriented convening agenda analysis
EuroSys
This action-oriented convening in Academic / Research / Science shows 38 visible agenda rows from 2025.eurosys.org and scores 46/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Future-of-Work Fit and Network Design; the main limits are Follow Through and Personalization. Visible mechanisms include Participant work, Commitments, Network design, and Learning transfer. Follow-through or tracking is at least visible enough to inspect, though causal proof still depends on... A practical reading: For a reader, this is a useful but still incomplete public example: it reads as an action-oriented convening, with the strongest visible signal in future-of-work fit and network design and the biggest open question around follow through and personalization. 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 moderate design signal band. The strongest visible pillars are Future-of-Work Fit, Network Design, and Participation Architecture; the thinnest visible pillars are Follow Through, Personalization, and Problem Specificity. Visible mechanisms include Participant work, Commitments, Network design, and Learning transfer. The extracted agenda preview includes 68 visible rows. The most common formats are Presentation, Break, and Workshop; the most common inferred purposes are Knowledge Transfer, Showcase, and Skill Building.
Eight-pillar fingerprint
Hover any pillar to see what it measures and, where it scored low, what the agenda is missing.
Participation Architecture?49
Participation Architecture - 49/100. Participant work, contribution, interaction, and alternatives to passive broadcast.
Follow Through?33
Follow Through - 33/100. 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.Missing: Name the costly problem, decision, or performance target the gathering is meant to move.
Personalization?40
Personalization - 40/100. 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?50
Network Design - 50/100. Structured weak ties, bridge-building, mixers, and relationship persistence.
Learning Transfer?48
Learning Transfer - 48/100. 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?78
Future-of-Work Fit - 78/100. 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 (33/100)
Exercises that strengthen it: Mental Toughness Workshop • WorkshopBank · 15% Solutions • WorkshopBank · Network Patches
Personalization (40/100)
Exercises that strengthen it: Journey Mapping • WorkshopBank · Group Energiser & Perspective-Changing Exercise - Paradigm... · Photo Storytelling
Problem Specificity (43/100)
Exercises that strengthen it: 0 - “Two Person Scene” Theory · Challenge Axis - Knowmium: The Un-Training Consultancy · Fist to Five • WorkshopBank
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
19 percent of the 68 classified blocks put participants to work; the rest broadcast, show, or handle logistics. That mix is what drives the participation score.
Participant workBroadcastShowcaseLogistics
all eventCall for WorkshopsWorkshopParticipant 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
all eventCall for PostersPoster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
all eventWorkshopsWorkshopParticipant 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
all eventEuroSys + ASPLOS Joint schedulePresentationKnowledge 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
all eventWorkshops and TutorialsWorkshopParticipant 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
all eventAccepted PostersPoster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
18:00-19:30(Monday) Welcome Reception & EuroSys Poster Session - Location: Catering areaReceptionOrientation+
Format · LogisticsReceptionA social or hospitality block. Pacing and informal connection, not participant work.
Evidence basisOutcome inferred from formatInferred from format
08:00-8:45Registration and Welcome Coffee - Location: Catering areaBreakOrientation+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisOutcome inferred from formatInferred from format
8:45-9:00Opening - Location: Rotterdam Hall 1PresentationKnowledge 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
9:00-10:00ASPLOS + EuroSys 2025 Joint Keynote 1 by Martin Maas (Google DeepMind) -- Location: Rotterdam Hall 1 - Chair: Chris RossbachKeynoteExpert framing+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisNo participant output visible from this rowRead from source, no work signal
10:00-10:30Coffee Break - Location: Catering areaBreakPacing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisOutcome inferred from formatInferred from format
10:30-11:00Award ceremony - Location: Rotterdam Hall 1PresentationKnowledge 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
11:00-12:00ASPLOS + EuroSys 2025 Joint Keynote 2 by Gernot Heiser (Univ. of New South Wales) - Location: Rotterdam Hall 1 - Chair: Haibo ChenKeynoteExpert framing+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisNo participant output visible from this rowRead from source, no work signal
12:00-13:30Lunch - Location: Catering areaMealPacing+
Format · LogisticsMealA pacing block. Can carry unstructured networking, not scored as participant work.
Evidence basisOutcome inferred from formatInferred from format
13:30-15:10Session-1.1: Operating Systems - Location: Mees - Chair: Jinyu Gu Title AuthorsPresentationKnowledge 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
15:10-15:40Coffee BreakBreakPacing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisOutcome inferred from formatInferred from format
15:40-17:00Session-2.1: Fault Tolerance and Consensus - Location: Mees - Chair: Diogo Behrens Title AuthorsPresentationKnowledge 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
17:30-18:30General assemblyPresentationKnowledge 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
09:00-10:40Session-3.1: Distributed Systems - Location: Rotterdam hall 1A - Chair: Yerom-David Bromberg Title AuthorsPresentationKnowledge 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
10:40-11:10Coffee break & Poster session (Wednesday afternoon presentations) - Location: Catering areaBreakShowcase+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisOutcome inferred from formatInferred from format
11:10-12:30Session-4.1: ML Systems - Location: Rotterdam Hall 1A - Chair: Yubin Xia Title AuthorsPresentationKnowledge 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
14:00-15:40Session-5.1: Graph and Stream processing - Location: Mees - Chair: Baptiste Lepers Title AuthorsPresentationKnowledge 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
15:40-16:10Coffee break & Poster session (Wednesday morning presentations) - Location: Catering areaBreakShowcase+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisOutcome inferred from formatInferred from format
16:10-17:50Session-6.1: ML systems - Location: Mees - Chair: Haibo Chen Title AuthorsPresentationKnowledge 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
19:00EuroSys & ASPLOS Banquet - Location: ss RotterdamMealPacing+
Format · LogisticsMealA pacing block. Can carry unstructured networking, not scored as participant work.
Evidence basisOutcome inferred from formatInferred from format
09:00-10:40Session-7.1: Cloud and Serverless Computing - Location: Rotterdam hall 1B - Chair: Martin Kleppmann Title AuthorsPresentationKnowledge 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
11:10-12:30Session-8.1: Bug finding - Location: Penn - Chair: Julia Lawall Title AuthorsPresentationKnowledge 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
all eventSession-9.2: LLM Training - Location: Rotterdam hall 1B - Chair: Jacob Gorm Hansen Title AuthorsTrainingSkill building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisParticipant work is implied by the formatInferred from format
16:10-17:30Session-10.1: Network - Van Oldebarneveldt - Chair: Rong Chen Title AuthorsPresentationKnowledge 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
all eventSession-10.2: Cloud and Networking - Rotterdam hall 1B - Chair: Laiping Zhao Title AuthorsNetworkingRelationship building+
Format · LogisticsNetworkingUnstructured mixing. Can carry incidental connection, but is not scored as designed network work.
Evidence basisOutcome inferred from formatInferred from format
all eventCall for WorkshopsWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventCall for PostersPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventWorkshopsWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventEuroSys + ASPLOS Joint scheduleUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventWorkshops and TutorialsWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventAccepted PostersPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
18:00-19:30(Monday) Welcome Reception & EuroSys Poster Session - Location: Catering areaOpening RemarksOrientation+
Format · BroadcastOpening RemarksFraming or welcome from the stage. Orients the room, not participatory.
Evidence basisMediumRead from source
08:00-8:45 Registration and Welcome Coffee - Location: Catering areaOpening RemarksOrientation+
Format · BroadcastOpening RemarksFraming or welcome from the stage. Orients the room, not participatory.
Evidence basisMediumRead from source
8:45-9:00 Opening - Location: Rotterdam Hall 1UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
9:00-10:00 ASPLOS + EuroSys 2025 Joint Keynote 1 by Martin Maas (Google DeepMind) -- Location: Rotterdam Hall 1 - Chair: Chris RossbachKeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
10:00-10:30 Coffee Break - Location: Catering areaBreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
10:30-11:00 Award ceremony - Location: Rotterdam Hall 1UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
11:00-12:00 ASPLOS + EuroSys 2025 Joint Keynote 2 by Gernot Heiser (Univ. of New South Wales) - Location: Rotterdam Hall 1 - Chair: Haibo ChenKeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
12:00-13:30 Lunch - Location: Catering areaMealWellbeing+
Format · LogisticsMealA pacing block. Can carry unstructured networking, not scored as participant work.
Evidence basisMediumRead from source
13:30-15:10Session-1.1: Operating Systems - Location: Mees - Chair: Jinyu Gu Title AuthorsPresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
15:10-15:40 Coffee BreakBreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
15:40-17:00Session-2.1: Fault Tolerance and Consensus - Location: Mees - Chair: Diogo Behrens Title AuthorsPresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
17:30-18:30 General assemblyUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
09:00-10:40Session-3.1: Distributed Systems - Location: Rotterdam hall 1A - Chair: Yerom-David Bromberg Title AuthorsPresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
all eventPegasus: Transparent and Unified Kernel-Bypass Networking for Fast Local and Remote Communication Dinglan Peng (Purdue University), Congyu Liu (Purdue University), Tapti Palit (Purdue University), Anjo Vahldiek-Oberwagner (Intel Labs), Mona Vij (Intel Labs), Pedro Fonseca (Purdue University)NetworkingRelationship Building+
Format · LogisticsNetworkingUnstructured mixing. Can carry incidental connection, but is not scored as designed network work.
Evidence basisMediumRead from source
10:40-11:10 Coffee break & Poster session (Wednesday afternoon presentations) - Location: Catering areaPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
11:10-12:30Session-4.1: ML Systems - Location: Rotterdam Hall 1A - Chair: Yubin Xia Title AuthorsPresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
14:00-15:40Session-5.1: Graph and Stream processing - Location: Mees - Chair: Baptiste Lepers Title AuthorsPresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
15:40-16:10 Coffee break & Poster session (Wednesday morning presentations) - Location: Catering areaPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
16:10-17:50Session-6.1: ML systems - Location: Mees - Chair: Haibo Chen Title AuthorsPresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
all eventJABAS: Joint Adaptive Batching and Automatic Scaling for DNN Training on Heterogeneous GPUs Gyeongchan Yun (UNIST), Junesoo Kang (UNIST), Hyunjoon Jeong (UNIST), Sanghyeon Eom (UNIST), Minsung Jang (Samsung SDS), Young-ri Choi (UNIST)TrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
all eventPET: Proactive Demotion for Efficient Tiered Memory Management Wanju Doh (Seoul National University), Yaebin Moon (Samsung Electronics), Seoyoung Ko (Seoul National University), Seunghwan Chung (Seoul National University), Kwanhee Kyung (Seoul National University), Eojin Lee (Inha University), Jung Ho Ahn (Seoul National University)DemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
19:00EuroSys & ASPLOS Banquet - Location: ss RotterdamMealWellbeing+
Format · LogisticsMealA pacing block. Can carry unstructured networking, not scored as participant work.
Evidence basisMediumRead from source
09:00-10:40Session-7.1: Cloud and Serverless Computing - Location: Rotterdam hall 1B - Chair: Martin Kleppmann Title AuthorsPresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
11:10-12:30Session-8.1: Bug finding - Location: Penn - Chair: Julia Lawall Title AuthorsPresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
14:00-15:40Session-9.1: Security and Privacy - Location: Van Oldebarneveldt - Chair: Anjo Vahldiek-Oberwagner Title AuthorsPresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
all eventSession-9.2: LLM Training - Location: Rotterdam hall 1B - Chair: Jacob Gorm Hansen Title AuthorsTrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
all eventMEPipe: Democratizing LLM Training with Memory-Efficient Slice-Level Pipeline Scheduling on Cost-Effective Accelerators Zhenbo Sun (Tsinghua University), Shengqi Chen (Tsinghua University), Yuanwei Wang (Tsinghua University), Jian Sha (Tsinghua University), Guanyu Feng (Zhipu AI), Wenguang Chen (Tsinghua University)TrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
all eventMist: Efficient Distributed Training of Large Language Models via Memory-Parallelism Co-Optimization Zhanda Zhu (University of Toronto, CentML, Vector Institute), Christina Giannoula (University of Toronto), Muralidhar Andoorveedu (CentML), Qidong Su (University of Toronto, CentML, Vector Institute), Karttikeya Mangalam (UC Berkeley), Bojian Zheng (Independent Researcher), Gennady Pekhimenko (CentML, University of Toronto, Vector Institute)TrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
all eventFlowCheck: Decoupling Checkpointing and Training of Large-Scale Models Zimeng Huang (Shanghai Jiao Tong University & Alibaba Cloud), Hao Nie (Alibaba Cloud & Peking University), Haonan Jia (Alibaba Cloud), Bo Jiang (Shanghai Jiao Tong University), Junchen Guo (Alibaba Cloud), Jianyuan Lu (Alibaba Cloud), Rong Wen (Alibaba Cloud), Biao Lyu (Zhejiang University & Alibaba Cloud), Shunmin Zhu (Hangzhou Feitian Cloud & Alibaba Cloud), Xinbing Wang (Shanghai Jiao Tong University)TrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
16:10-17:30Session-10.1: Network - Van Oldebarneveldt - Chair: Rong Chen Title AuthorsPresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
all eventSession-10.2: Cloud and Networking - Rotterdam hall 1B - Chair: Laiping Zhao Title AuthorsNetworkingRelationship Building+
Format · LogisticsNetworkingUnstructured mixing. Can carry incidental connection, but is not scored as designed network work.
Evidence basisMediumRead from source
all eventByte vSwitch: A High-Performance Virtual Switch for Cloud Networking Xin Wang (ByteDance Inc.), Deguo Li (ByteDance Inc.), Zhihong Wang (ByteDance Inc.), Lidong Jiang (ByteDance Inc.), Shubo Wen (ByteDance Inc.), Daxiang Kang (ByteDance Inc.), Engin Arslan (ByteDance Inc.), Peng He (ByteDance Inc.), Xinyu Qian (ByteDance Inc.), Bin Niu (ByteDance Inc.), Jianwen Pi (ByteDance Inc.), Xiaoning Ding (ByteDance Inc.), Ke Lin (ByteDance Inc.), Hao Luo (ByteDance Inc.)NetworkingRelationship Building+
Format · LogisticsNetworkingUnstructured mixing. Can carry incidental connection, but is not scored as designed network work.
Evidence basisMediumRead from source
The Full Reading
Why It Ranks This Way +
Calibrated from GES design 48/100 and verified 48/100 with no fourth-loop cap.
Reader Takeaway. For a reader, this is a useful but still incomplete public example: it reads as an action-oriented convening, with the strongest visible signal in future-of-work fit and network design and the biggest open question around follow through and personalization. The practical test is whether the published agenda connects the room to post-event continuation and evidence.
Strongest signals: Future-of-Work Fit, Network Design, and Participation Architecture. Weakest signals: Follow Through, Personalization, and Problem Specificity.
How This Agenda Could Improve +
- Add named owners, dates, implementation checkpoints, and a visible post-event continuation path.
- Create role-based paths, prepared questions, tailored breakouts, or participant-specific next steps.
- Name the costly problem, decision, or performance target the gathering is meant to move.
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 2025.eurosys.org. 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, Network design, 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 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.
- 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.
Where To Go Next
Compare this agenda against other Academic / Research / Science events scored on the same eight pillars.