Event owner lens
Use this record to benchmark whether a comparable event makes the work after the room visible. The score is 47/100, so the next move is to benchmark the weakest pillars before repeating the format.
action-oriented convening agenda analysis
Euromlsys 2025
This action-oriented convening in Technology / AI / Startup shows 23 visible agenda rows from euromlsys.eu and scores 47/100: a moderate design signal with incomplete evidence. The clearest public signals sit in Participation Architecture and Future-of-Work Fit; the main limits are Follow Through and Network Design. Visible mechanisms include Participant work, Commitments, Feedback, and Baseline. 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 useful but still incomplete public example: it reads as an action-oriented convening, with the strongest visible signal in participation architecture 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 moderate design signal band. The strongest visible pillars are Participation Architecture, Future-of-Work Fit, and Learning Transfer; the thinnest visible pillars are Network Design, Follow Through, and Problem Specificity. Visible mechanisms include Participant work, Commitments, Feedback, Baseline, and Network design. The extracted agenda preview includes 42 visible rows. The most common formats are Workshop, Presentation, and Keynote; the most common inferred purposes are Knowledge Transfer, Showcase, and Co Creation.
Eight-pillar fingerprint
Hover any pillar to see what it measures and, where it scored low, what the agenda is missing.
Participation Architecture?69
Participation Architecture - 69/100. Participant work, contribution, interaction, and alternatives to passive broadcast.
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?47
Problem Specificity - 47/100. 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?48
Personalization - 48/100. 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?67
Learning Transfer - 67/100. Applied practice, feedback, workplace use, refreshers, and 30-90 day transfer.
Evidence Maturity?57
Evidence Maturity - 57/100. Baseline, comparison, follow-up, isolation, and attribution confidence.
Future-of-Work Fit?69
Future-of-Work Fit - 69/100. 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
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
Problem Specificity (47/100)
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
40 percent of the 42 classified blocks put participants to work; the rest broadcast, show, or handle logistics. That mix is what drives the participation score.
Participant workBroadcastShowcaseLogistics
all eventKeynoteKeynoteExpert 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
all eventThe 6th Workshop on Machine Learning and Systems (EuroMLSys)")WorkshopParticipant 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 eventKeynote speaker is announced! Laurent Bindschaedler (the Max Planck Institute) will give a talk on What Survives When Code Doesn't?.KeynoteExpert 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
9:00 amThe workshop program is up! It will start at .WorkshopParticipant 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
23:59Paper submission deadline:~~February 15, 2026 ( AoE)~~ February 24, 2026 ( AoE)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
all eventWorkshop: April 27, 2026 (full-day workshop)WorkshopParticipant 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 eventSynthetic input data generation for trainingTrainingSkill 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
all eventSystems for training and serving machine learning models at scaleTrainingSkill 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
08:5009:00 Session 1: LLM 1: Inference, Memory, agent (11mins x 8) Chair: Eiko Yoneki (University of Cambridge)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
09:00Session 1: LLM 1: Inference, Memory, agent (11mins x 8) Chair: Eiko Yoneki (University of Cambridge)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
10:30Coffee Break / Poster Session (Browsing)BreakShowcase+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisOutcome inferred from formatInferred from format
11:00Session 2: LLM2: Inference, Hardware (11mins x 8) Chair: Paul Patras (University of Edinburgh)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
12:30Lunch Break / Poster Session (Browsing)BreakShowcase+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisOutcome inferred from formatInferred from format
14:00Keynotes : What Survives When Code Doesn't? Laurent Bindschaedler (MPI)KeynoteExpert 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
15:35Coffee Break / Poster SessionBreakShowcase+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisOutcome inferred from formatInferred from format
16:00Session 4: RL, Post training, Edge (11mins x 7) Chair: Luo Mai (University of Edinburgh)TrainingSkill 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
17:17Posters SessionPoster sessionShowcase+
Format · ShowcasePoster sessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisOutcome inferred from formatInferred from format
14:00Laurent Bindschaedler Research Group Leader at the Max Planck Institute for Software 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
all eventWorkshop and TPC ChairsWorkshopParticipant 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 eventKeynoteKeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
all eventThe 6th Workshop on Machine Learning and Systems (EuroMLSys)")WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventThe recent wave of research focusing on machine learning and artificial intelligence and its applications has been fuelled by both hardware improvements, ML Compilers and deep learning frameworks that simplify the design, training, inference of neural models. Over the past five years, EuroMLSys was held in conjunction with EuroSys (https://www.euromlsys.eu). The program included topics such as neural model and inference performance optimisation, and compilation for ML workloads. The past workshops were successful, with high quality papers and good size audiences.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventThis year’s workshop will provide a platform for discussing emerging trends in building frameworks, programming models, optimisation algorithms, and software engineering to support AI/ML applications. At the same time, using ML for building such frameworks or optimisation tools will be discussed. Recent emergence of LLM and agentic systems is remarked by their substantial computational requirements, and optimisation in every possible part of the system will be important. EuroMLSys aims to bridge the gap between AI research and practice, through a technical program of fresh ideas on software infrastructure, tools, design principles, and theory/algorithms, from a systems perspective. We will also explore potential applications that will take advantages of ML.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventKeynote speaker is announced! Laurent Bindschaedler (the Max Planck Institute) will give a talk on What Survives When Code Doesn't?.KeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
9:00 amThe workshop program is up! It will start at .WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
23:59 Paper submission deadline:~~February 15, 2026 ( AoE)~~ February 24, 2026 ( AoE)UnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
all eventWorkshop: April 27, 2026 (full-day workshop)WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventEuroMLSys is an interdisciplinary workshop that brings together researchers in computer architecture, systems and machine learning, along with practitioners who are active in these emerging areas.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventSynthetic input data generation for trainingTrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
all eventSystems for training and serving machine learning models at scaleTrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
08:5009:00 Session 1: LLM 1: Inference, Memory, agent (11mins x 8) Chair: Eiko Yoneki (University of Cambridge)PresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
09:00Session 1: LLM 1: Inference, Memory, agent (11mins x 8) Chair: Eiko Yoneki (University of Cambridge)PresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
10:30Coffee Break / Poster Session (Browsing)Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
11:00Session 2: LLM2: Inference, Hardware (11mins x 8) Chair: Paul Patras (University of Edinburgh)PresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
12:30Lunch Break / Poster Session (Browsing)Poster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
14:00Keynotes : What Survives When Code Doesn't? Laurent Bindschaedler (MPI)KeynoteThought Leadership+
Format · BroadcastKeynoteA featured talk from the stage. Builds awareness and energy, produces no participant output on its own.
Evidence basisMediumRead from source
14:55Session 3: Security, Privacy (11mins x 3) Chair: Jingjie Li (University of Edinburgh)PresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
15:35Coffee Break / Poster SessionPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
16:00Session 4: RL, Post training, Edge (11mins x 7) Chair: Luo Mai (University of Edinburgh)TrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
Evidence basisMediumRead from source
17:17Posters SessionPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
14:00 Laurent Bindschaedler Research Group Leader at the Max Planck Institute for Software SystemsUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisMediumRead from source
all eventWorkshop and TPC ChairsWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
The Full Reading
Why It Ranks This Way +
Calibrated from GES design 48/100 and verified 49/100 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 participation architecture 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: Participation Architecture, Future-of-Work Fit, and Learning Transfer. Weakest signals: Network Design, Follow Through, and Problem Specificity.
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.
- 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 euromlsys.eu. 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, Baseline, 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
- Impact still depends on execution quality beyond the agenda.
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.
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_2025_2025_eurosys_org_preliminary_program_html_workshops_5th_european_workshop_o"><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.