Bring lessons, discussions, live sessions, peer progress, instructor guidance and shared milestones into one connected learning journey.
Interactive product experience · No signup required.
Demo data Presence counts only — no ranking.
Interactive demo try it here · Demo data invented figures · Concept demo not in the product yet · no badge = production functionality
Your cohort is in Week 4. You're on track and have one required activity left before Friday.
What comes first: My next action → My progress → Shared journey → Instructor guidance → Cohort activity.
Week 4 · Evaluation. Pick a step to see where the cohort is. Demo data
Most of your cohort is currently working on the Week 4 assignment.
Presence states: Learning now · Active this week · Completed this activity · Joining live session. Counts, not tracking of what any one person is doing.
Aisha RahmanWin12m
completed the Week 4 Knowledge Check.
Omar HaddadDiscussion2h
asked: “Where do you draw the line between a hallucination and a biased answer?”
Cohort milestoneMilestone3h
24 learners completed the Week 4 lesson.
The cohort is quiet here right now. Continue Learning
React, Reply and View only — no followers, popularity scores or engagement counts to chase.
Omar Haddad2h
Where do you draw the line between a hallucination and a confident guess? The model sounded certain in my example.
Grace Kim1h
I think a hallucination is an unsupported claim; bias is a pattern in what it leaves out. My example had both.
Alex MorganAlex Morgan · Instructor58m
Good distinction, Grace. For the assignment, don't judge confidence — check each claim against a source and note what's missing.
Instructor replies are always marked with their name — never confused with AI.
Posted to the Week 4 lesson thread (demo — nothing is posted).
We celebrate: Consistency, Milestones, Completion, Project submission, Helping peers. Never highest score, fastest finish or most messages.
View ProgressLucas Ferreira · Week 4 · Evaluate an AI Response
Grace Kim · Week 4 · Evaluate an AI Response
Maya Chen · Week 4 · Evaluate an AI Response
Lucas Ferreira · Week 4 · Evaluate an AI Response · shared intentionally
I scored a chatbot's answer on refund policy for accuracy, bias and usefulness, then rewrote it with sources.
Reflection
Checking each claim took longer than I expected — two of five had no source at all.
Instructor feedback (shared by the learner)
Clear method. Next time, show the source next to each claim so a reader can check it.
3 peer comments
Concept demo Optional peer review — it supplements, never replaces, the instructor's evaluation.
Grace Kim · Week 4 · Evaluate an AI Response · shared intentionally
Compared two AI summaries of the same CV and listed what each left out.
Reflection
Omissions were more telling than errors.
5 peer comments
Concept demo Optional peer review — it supplements, never replaces, the instructor's evaluation.
Submissions are private by default. A learner chooses to share a project with the cohort.
Alex MorganAlex Morgan · Instructor
This week, judge an AI answer by its evidence, not its confidence. For every claim, ask: where does this come from?
AnnouncementAlex Morgan · Instructor
Week 4 Q&A is tomorrow. We'll review hallucinations, model bias and two assignment examples — bring one question.
View SessionThursday 4 PM · 45 min · Alex Morgan · 26 attending
In the product the recording is linked on the session once it's uploaded.
Action item: Apply the claim-by-claim check to your Week 4 assignment.
Continue AssignmentSessions, reminders, attendance and recordings are in the product. Sublime links to your video tool; it doesn't host calls.
You 72% · On Track
24 of 32 learners progressing normally. You're slightly ahead of cohort pace.
| Step | You | Cohort |
|---|---|---|
| Watch | ✓ | 75% |
| Check | ✓ | 69% |
| Apply | In progress | 56% |
| Connect | Upcoming | 81% attending |
Halfway there 🎉
The September Cohort reached Week 4 together — 32 learners, 4 weeks remaining.
Continue JourneyThe cohort is moving through Week 4 together.
Sublime Intelligence
Most of your cohort has completed the Week 4 quiz. Your assignment is the last required activity before the Week 4 milestone.
Continue AssignmentPick a question. Answers use the cohort's week, your progress and the instructor's announcements — never another learner's private data.
Prepare for the Week 4 Q&A · about 8 min
Concept demo
Review WeekInstructor for expert guidance, the cohort for a peer perspective, Intelligence for immediate help. AI doesn't replace either.
Noah Williams
Behind PaceInactive 4 days. The cohort is currently working on the Week 4 assignment; Q&A is Thursday.
Next step: Resume Understanding LLMs at 04:10
Finish the lesson and the check before Thursday, so the Q&A can help with the assignment. Concept demo
Estimated 27 min
Interactive scenario, not a customer outcome.
Continue With CohortHow do I keep moving with my cohort?
Next: Evaluate an AI Response · Due Friday · Week 4 Q&A Thursday 4 PM
How do I keep the cohort moving?
Most learners are moving through Week 4 normally. The assignment is the largest completion bottleneck. Concept demo
18 submitted, 10 working, 4 not started — the assignment is where Week 4 slows down.
Visible to instructors only — never shown to peers.
6 discussions this week. Common question: Bias vs hallucination. Worth addressing in the Q&A.
Review DiscussionEncourage Noah to resume the lesson before the Q&A. Concept demo
Started Understanding LLMs Monday, stopped at 04:10, no activity since.
Follow-up reviewed and ready — nothing is sent from this page. Back to the cohort overview.
How are our cohorts progressing?
| Cohort | Learners | Current week | Progress | Participation | Attention |
|---|---|---|---|---|---|
| 32 | 4/8 | 78% | 84% | 4 learners | |
| 28 | 4/8 | 64% | 71% | 7 learners | |
| 20 | 6/8 | 86% | 90% | 1 learner | |
| 40 | 5/8 | 81% | 88% | 2 learners |
AI Fundamentals is progressing normally. Data Analytics has a higher concentration of incomplete assignments this week. Demo data
Managing cohorts? Explore Cohort Management →
Continue learning, read a discussion, reply, check the session, ask AI and see progress — no administration on the small screen.
AI Fundamentals · Week 4
Instead: a shared learning journey where content, practice, people, guidance and progress reinforce each other.
Recorded inside Sublime LMS with a fictional demo academy: AI Fundamentals → September Cohort → Week 4.
Connected to: Learning ExperienceTraining VideosWeekly QuizzesAssignments & FeedbackProgress TrackingCohort ManagementSublime IntelligenceCertificates
| Shown on this page | What it is |
|---|---|
| Cohort home, weekly journey, next best actions and progress | Production functionality |
| Cohort pace, stage counts, presence and momentum figures | Demo data |
| Cohort pulse, announcements, wins with reactions and study groups | Production functionality |
| Discussion threads on a lesson | Production functionality |
| Replies, posting and Ask the Cohort on this page | Interactive demo |
| Project sharing with the cohort | Concept demo |
| Peer review | Concept demo |
| Live sessions, reminders, attendance and recordings | Production functionality |
| Adding a question to a session agenda | Interactive demo |
| Session summary and key takeaways | Concept demo |
| Sublime Intelligence: plan my week, catch-up plan, quiz me | Production functionality |
| Cohort-aware prompts, live-session prep and week summary | Concept demo |
| Learner recovery scenario | Interactive demo |
| Instructor dashboard: progress, engagement, attendance, at-risk learners | Production functionality |
| Catch-up nudge to a learner | Production functionality |
| Discussion insight, session agenda suggestion and AI follow-up draft | Concept demo |
| Admin cohort portfolio | Production functionality |
| Cohort comparison and admin insight | Demo data |
| Walkthrough video: real product screens with a fictional academy | Production functionality |
Give every cohort a shared journey with lessons, discussions, live sessions, guidance, progress and milestones — all inside Sublime.