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applied learning or working session agenda analysis

SC26: IEEE/ACM International Conference for High Performance Computing, Networking, Storage and Anal - Workshops

This applied learning or working session in Unknown shows 80 visible agenda rows from sc26.supercomputing.org and scores 38/100: a thin but inspectable design signal. The clearest public signals sit in Participation Architecture and Learning Transfer; the main limits are Follow Through and Evidence Maturity. Visible mechanisms include Participant work, Feedback, Network design, and Learning transfer. The public record does not show follow-up or tracking, so the score should be read as design intent rather than... A practical reading: For a reader, this is a comparison record more than a model to copy: it reads as an applied learning or working session, with the strongest visible signal in participation architecture and learning transfer and the biggest open question around follow through and evidence maturity. The practical test is whether the published agenda connects the room to post-event continuation and evidence. This page is an original public-evidence analysis, not a copy of the source agenda or an endorsement of the event. The score places the visible agenda in the thin outcome architecture band. The strongest visible pillars are Participation Architecture, Learning Transfer, and Future-of-Work Fit; the thinnest visible pillars are Follow Through, Evidence Maturity, and Network Design. Visible mechanisms include Participant work, Feedback, Network design, and Learning transfer. The extracted agenda preview includes 80 visible rows. The most common formats are Workshop, Unknown, and Poster Session; the most common inferred purposes are Co Creation, Unknown, and Showcase.

Primary source evidence: sc26.supercomputing.org ↗

Eight-pillar fingerprint

Hover any pillar to see what it measures and, where it scored low, what the agenda is missing.

Participation Architecture?83
Participation Architecture - 83/100. 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?43
Problem Specificity - 43/100. A clear costly problem, objective, decision, or performance target.
Personalization?44
Personalization - 44/100. Role, path, goal, preparation, or connection tailoring for participants.
Network Design?38
Network Design - 38/100. 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?58
Learning Transfer - 58/100. Applied practice, feedback, workplace use, refreshers, and 30-90 day transfer.
Evidence Maturity?35
Evidence Maturity - 35/100. Baseline, comparison, follow-up, isolation, and attribution confidence.Missing: Add baseline measurement, comparison logic, tracking, or post-event impact reporting so effectiveness is not inferred only from format.
Future-of-Work Fit?49
Future-of-Work Fit - 49/100. 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.

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

71 percent of the 80 classified blocks put participants to work; the rest broadcast, show, or handle logistics. That mix is what drives the participation score.

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Participant workBroadcastShowcaseLogistics
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 eventHPC Unites PlenaryUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventInvited TalksPresentationKnowledge Transfer+
Format · BroadcastPresentationSpeakers present, the audience receives. Awareness only unless paired with practice or follow-up.
Evidence basisMediumRead from source
all eventPanelsPanelDeliberation+
Format · BroadcastPanelExperts discuss while the audience watches. Surfaces perspective but rarely creates participant work.
Evidence basisMediumRead from source
all eventTutorialsTrainingSkill Building+
Format · Participant workTrainingGuided skill building where participants practice. Counts as participant work and learning transfer.
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 eventBirds of a FeatherUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventArt of HPCUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventPapersUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventReproducibility InitiativeUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventAD/AE Process & BadgesRegistrationLogistics+
Format · LogisticsRegistrationCheck-in and logistics, not agenda content.
Evidence basisMediumRead from source
all eventAD/AE AppendicesUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventEarly CareerUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventAwardsUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventReceptionsReceptionRelationship Building+
Format · LogisticsReceptionA social or hospitality block. Pacing and informal connection, not participant work.
Evidence basisMediumRead from source
all eventCareer FairUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventPostersPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventACM SRCUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventDoctoral ShowcaseDemoShowcase+
Format · Participant workDemoA hands-on or applied walkthrough that invites attendee questions and direct engagement.
Evidence basisMediumRead from source
all eventResearch PostersPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventInteractive Research e-PostersPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventProceedings & ArchivesUnknownUnknown+
Format · BroadcastUnknownFormat not classified from the source; treated as a broadcast block by default.
Evidence basisLowRead from source
all eventINDIS WorkshopWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventHome Program WorkshopsWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWorkshops provide a venue for focused, in-depth presentations, discussion, interaction, and hands-on activities. Workshops can be organized as a “mini-conference”, comprising peer-reviewed presentations and proceedings, or as a “symposium” comprising invited speakers and no proceedings. These two options grant organizers flexibility to develop program agendas that best suit their event’s goals.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWorkshops are either half- or full-day events.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWorkshops & Symposia ChairWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWorkshops & Symposia Vice ChairWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWorkshop Submissions Are ClosedWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventView the 50 accepted workshops for SC26. All workshop submission systems are available and linked.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWorkshop SubmissionsWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWhat Are Workshops?WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventSC hosts full- and half-day Workshops with the goal of expanding the knowledge base of practitioners and researchers in a particular area of interest, and to allow for deep-dives on HPC-related topics. They provide a venue for focused, in-depth presentations, discussion, interaction, and hands-on activities. Workshops can be organized as a “mini-conference”, comprising peer-reviewed presentations and proceedings, or as a “symposium” without proceedings fostering deeper interactions and more focused discussions.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWorkshop submissions are peer-reviewed and selected, ensuring a broad coverage of HPC topics and with a preference for submissions that foster deep and interactive dialogue on topics of interest to the HPC community.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWorkshop GoalsWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventEvery Workshop at SC should have a clear goal to develop, expand, or evolve a specialized sub-field in HPC and is encouraged to have additional goals to socialize early works, build bridges between interdisciplinary communities, provide professional development, and/or develop useful artifacts. The event’s goals must be defined clearly and fall into one or more of the following areas:WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventA. Ideation: The development, expansion, and evolution of specialized sub-fields relevant to HPC, including knowledge acquisition, community building or growth, community networking and engagement, workforce development and ideation of R&D principles or practice. All SC workshops must target this Goal.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventF. Artifacts: Tangible artifacts, e.g., proceedings, a sub-field report or white paper. Additionally, a workshop may be an instrument for student/professional recruitment.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventThe Workshops submission form gathers information about the proposed workshop’s history, format, content, and needs, along with an attached document summarizing the workshop’s scope, relevance, participants, etc.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventPlease limit the leadership of each workshop (i.e. workshop organizers) to four for simplicity of communication. You are welcome to include more participants on your scientific or steering committees.Opening RemarksOrientation+
Format · BroadcastOpening RemarksFraming or welcome from the stage. Orients the room, not participatory.
Evidence basisMediumRead from source
all eventThe Workshops Committee strongly promotes and encourages workshop collaborations that include a diversity of technical topics, presenters and institutional types. The proposals should include a plan on how to achieve this goal.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWe believe that reproducible science is essential, and that SC is a leader in this effort. Moving in this direction, reproducibility is encouraged in Workshops. Learn more about the Reproducibility Initiative.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventUpon acceptance, workshop organizers who intend to participate in the Reproducibility Initiative should provide for their workshop authors:WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventInformation about this initiative on the workshop’s website, explaining how authors can present their reproducibility documentationWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWorkshop proposals are peer-reviewed by a committee of experts. Each proposal will have at least three reviewers. The review committee will execute a fair and uniform selection process that considers a proposed workshop’s prior performance at SC and the quality of the submission. All Workshops will be subject to the same competitive review process. Long-standing workshops will neither summarily be accepted nor rejected based solely on longevity.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventThe peer review process is single-anonymous. Reviewers have access to the names of workshop submitters. While Workshops Committee members are named on the SC26 Planning Committee page, the names of the individuals reviewing each proposal are not made available to workshop submitters.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventOrganizers of “mini-conference” type workshops who decide to use the SC submissions website for collecting and reviewing workshop papers will be given access to the plagiarism tools embedded in the portal. Authors of workshop papers should submit new, original work that represents a significant advance from even their own prior publications.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventFurther, organizers of “mini-conference” type workshops are required to enforce SC’s policy on AI generated texts, which is as follows: the use of artificial intelligence AI - generated text in an article shall be disclosed in the acknowledgements section of any paper submitted to SC. The sections of the paper that use AI-generated text shall have a citation to the AI system used to generate the text. Utilizing Large Language Models (LLMs) is permissible as a general-purpose writing assistance tool. Authors are expected to acknowledge their complete accountability for the contents of their papers, including content generated by LLMs that could be interpreted as plagiarism or scientific misconduct (e.g., fabrication of facts). LLMs are not eligible for authorship.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventOrganizers of “symposium” type workshops are welcome to invite speakers presenting work they have already published at other venues or journals. This is particularly relevant for multidisciplinary symposiums, where invited speakers are presenting work published at venues from other disciplines.Opening RemarksOrientation+
Format · BroadcastOpening RemarksFraming or welcome from the stage. Orients the room, not participatory.
Evidence basisMediumRead from source
all eventOne complimentary Workshops-Only registration will be provided for each accepted event, which allows access to any scheduled workshop. For additional registrations, please refer to Registration for fees. Note that registration fees may differ depending on whether you also have a Technical Program registration.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventCollection & Review of Workshop PapersWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventIf desired, workshop organizers may use the SC submissions website for the collection and review of your workshop papers. However, it is required to use the SC submissions website if you would like your workshop papers to be included in the SC26 Workshop Proceedings.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWorkshop Organizers Please Note: It is recommended that workshop organizers set their paper notification deadline no later than September 4, 2026, well in advance of the closing of standard registration in mid-October, 2026.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventThe submission form for a workshop must indicate if the workshop organizers wish to publish in the SC Workshop Proceedings. SC will publish Workshops Proceedings as a separate volume from the Technical Papers Proceedings. Inclusion in the SC Workshop Proceedings is open to workshops that employ a competitive peer-review process and agree to meet SC’s high standards for publication. During the review process, the Workshops Committee will determine whether a workshop meets the standards and whether the papers for the workshop will be included in the SC Workshop Proceedings.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWorkshops with proceedings will have the opportunity to provide a frontmatter for their workshop (usually with a message from the organizers and the schedule) for inclusion in the proceedings volume along the selected papers. All workshops share the same deadlines for frontmatter content and final versions of authors’ papers, no extensions will be provided. We ask that workshop organizers notify their authors of acceptance at least two weeks ahead of the final materials deadline.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWorkshop organizers are invited to archive their workshop’s agenda and presentations on the Technical Program Archives page. Note that the publication of material to this archive is only possible if you upload your workshop URL and program to the SC submissions website before September 25, 2026.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWorkshops are scheduled on Sunday, November 15; Monday, November 16; and Friday, November 20, 2026. Workshops are either half- or full-day events. Note that on Friday, November 20, only half-day workshops are scheduled.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
9 am - 5:30 pmSunday and Monday Full-Day WorkshopsWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
9 am - 12:30 pmSunday and Monday Half-Day Workshops: and 2 - WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
8:30 am - 12 pmFriday Half-Day WorkshopsWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWorkshop organizers and presenters are expected to be in-person at the conference. Remote participation by organizers and presenters should only be considered under hardship and special circumstances to be discussed with workshop organizers and Workshop Co-Chairs.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventAll workshops must be held at America’s Center in the room assigned by SC.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventEach workshop must start and end at the time assigned by the Workshops Chair. Agreements with the convention center do not allow us to extend the use of reserved rooms beyond the time allocated to your workshop. Violation of these agreements may result in fines, which will be the responsibility of the individual workshop organizer(s).WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventFood & Coffee BreaksBreakWellbeing+
Format · LogisticsBreakA pacing or recovery block between sessions.
Evidence basisMediumRead from source
10 amDuring Workshops, two 30-minute coffee breaks, at and , are provided on Sunday and Monday; one 30-minute coffee break at is provided on Friday.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
12:30 to 2 pmSunday and Monday full-day workshops include a lunch break from . Lunch is not provided or included with registration for workshop participants and attendees. The SC Conference works with the convention center to ensure that restaurants and other sources of refreshment are easily accessible.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventCurrent SC Conference policies and procedures do not allow workshop organizers to provide lunch to their workshop participants and attendees.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWorkshops are assigned either a classroom or a theater room equipped with standard AV facilities:WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventAccording to current SC policies and procedures, the conference does not provide the following in your workshop room:WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventPoster boardsPoster SessionShowcase+
Format · ShowcasePoster SessionPresenters display work; attendees browse and ask questions. Some interaction, not structured work.
Evidence basisMediumRead from source
all eventRecording of talks at the workshopWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventworkshops FAQWorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventCan I update my workshop submission?WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventYes, you can update your workshop submission until the submission deadline.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventThe workshops submission strongly encourages including an inclusivity plan. Do you have guidance on what an inclusivity plan should include and how it will be evaluated during the proposal review?WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventSC’s inclusivity effort is described on the Community Engagement page, including a link to demographic information about the conference’s organizing committee. With respect to the inclusivity plan for workshop proposals, we’re looking for some content that describes the submitters’ plans for practicing inclusivity in their workshop organizing committee.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventFor instance, if the workshop is organized around peer-reviewed technical papers, the inclusivity plan may describe how the proposal submitters will demonstrate inclusivity when putting together their paper review committee. Note that the plan does not deal with demonstrating inclusivity in the papers that such a workshop would accept.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventSimilarly, a “symposium” may provide an inclusivity plan that describes their strategy for ensuring the workshop organizers demonstrate inclusivity when inviting speakers to the symposium.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventThe inclusivity plan will be reviewed similarly to the other content in the workshop proposal, with the reviewer indicating whether the proposal includes a plan and the reviewer’s rating indicating their evaluation of the plan’s likelihood to encourage inclusivity.WorkshopCo Creation+
Format · Participant workWorkshopParticipants work on a problem and produce something. The strongest signal of participation architecture.
Evidence basisMediumRead from source
all eventWhat are the requirements for publishing the workshop proceedings in the SC Workshop Proceedings?WorkshopCo 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 45/100 and verified 35/100 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 applied learning or working session, with the strongest visible signal in participation architecture and learning transfer and the biggest open question around follow through and evidence maturity. The practical test is whether the published agenda connects the room to post-event continuation and evidence.

Strongest signals: Participation Architecture, Learning Transfer, and Future-of-Work Fit. Weakest signals: Follow Through, Evidence Maturity, and Network Design.

How This Agenda Could Improve +
  • Add named owners, dates, implementation checkpoints, and a visible post-event continuation path.
  • Add baseline measurement, comparison logic, tracking, or post-event impact reporting so effectiveness is not inferred only from format.
  • Replace generic networking blocks with designed introductions, ask-offer exchanges, peer groups, or bridge-building rituals.

Fastest next move: Add named owners, dated next steps, and a visible continuation path before treating the event as outcome-ready.

Role-Specific Reading +

Event owner lens

Use this record to benchmark whether a comparable event makes the work after the room visible. The score is 38/100, so the next move is to benchmark the weakest pillars before repeating the format.

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 sc26.supercomputing.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, Feedback, 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 visible follow-up, progress monitoring, or longitudinal tracking.
  • No baseline measurement is visible.

Score caps

  • No fourth-loop score cap applied.

Review flags

  • Judgment uses base extraction because no publication-polished agenda is available.
  • No source-backed follow-up, validation, baseline, tracking, or impact evidence.
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 Unknown events scored on the same eight pillars.