Changelog - Adaptive Learning

Capability updates for Adaptive Learning: Graph + overlay → an ordered path that shortens as you learn.

Core learning subsystems

#Adaptive Learning

Graph + overlay → an ordered path that shortens as you learn

2 components3 capabilities5 metricsLatest September 12, 2026, 11:00 AM UTC

DEVELOPMENTplatform/onboarding-authSkill Telemetry Adaptive Learning Content consumption / Learning & Adaptation+1Safer onboarding and login delivery
Onboarding submissions and sign-in links now remain reliable during retries, concurrent requests, and rolling deployments.
NEW FEATUREprogress/onboardingSkill Telemetry Adaptive Learning Content consumption / Learning & Adaptation+1Weekly planning at your chosen pace
Your chosen weekly time budget carries into check-ins, with an optional path-ready email.
NEW FEATUREpaths/onboardingAdaptive Learning Accounts Content Gen & persistenceYour first path from saved answers
Onboarding creates a real learning path with readiness-based skips and duplicate-safe retries.
NEW FEATUREonboarding/evidence-intakeAuth Data model Scheduling+9Onboarding now builds an editable learner profile from real evidence
Learners can now combine a curriculum vitae, professional links, and written background into an evidence-grounded profile, review every suggestion, and safely resume or skip the flow.
BUGFIXlearn/generation-statusAdaptive Learning Content consumption / Learning & Adaptation Skill TelemetryThe lesson wait now shows what Upsoma is building
When a fresh lesson is still generating, learners now see the stage they are in - mapping the skill to the path, drafting the unit, then running content checks - instead of sitting on a generic loading state.
NEW FEATURElearn/placementAssessment & Evaluation Content Gen & persistence Adaptive Learning+4Prove it first: pre-checks that skip, tune, and teach
Every chapter now opens with a short pre-check: score 90% and the chapter completes on the spot, score lower and the chapter retunes its difficulty and teaches straight at the exact misconceptions you missed - your resume says what you've done, the pre-check proves what you know, and both now shape what gets generated.
NEW FEATUREsite/learningAdaptive Learning Assessment & Evaluation Content consumption / Learning & Adaptation+1MVP readiness pass: the product story now connects end to end
Upsoma now presents one clearer product journey across the public site and learner app: name a goal, map the skill graph, overlay existing evidence, follow an adaptive path, and leave with readiness proof.
NEW FEATURElearn/pathSkill Telemetry Adaptive Learning Content consumption / Learning & Adaptation+2Accountability: honest progress, weekly check-ins, and milestones
Your path now tracks when and how long you learn, celebrates real milestones, estimates time remaining from your own pace, and checks in weekly by email.
NEW FEATURElearn/pathAdaptive Learning Content consumption / Learning & Adaptation Skill Telemetry+1Adaptive difficulty now tells you when your path changes
Finishing a chapter that adapts your remaining path now shows a notice explaining the change, and your progress signals are captured reliably even on flaky connections.
NEW FEATURElearn/adaptationAdaptive Learning Content consumption / Learning & Adaptation Skill TelemetryAdaptive paths: smarter changes, told to your face, and proven
Your path now adapts from every signal - scores, retries, your own too-easy/too-hard feedback, and pacing - with guided review steps when you struggle, a visible history of every change, and a built-in experiment proving adaptation works.
NEW FEATUREadmin/analyticsPlatform infra Scheduling Skill Telemetry+6Admin analytics dashboard now loads instantly from a server-side snapshot
The admin analytics dashboard is precomputed on the backend every five minutes and delivered with the first page render, so it opens fast even on slow connections.
NEW FEATURElearn/assessmentAssessment & Evaluation Skill Telemetry Content Gen & persistence+2Assessments: prove your skills with server-graded capability checks
Take real skill assessments graded on our servers, earn demonstrated evidence on your profile, ship a prescribed project with automated review, and finish every path with a full readiness summary.
NEW FEATURElearn/outcomesAssessment & Evaluation Accounts Notification infra (email)+2Outcomes: did your path lead anywhere?
Upsoma now asks the question the whole platform exists to answer: after your path, what happened in the real world? A one-question survey at completion, gentle 30/60/90-day follow-ups, and every answer tied to the exact path that produced it.
NEW FEATUREassessment/resultsAssessment & Evaluation Skill Telemetry Adaptive LearningUpsoma Coach assessment results now show readiness, gaps, and next actions together
Skill gap assessment results now use a clearer Upsoma Coach layout with readiness, snapshot counts, confirmed strengths, priority gaps, and build-path actions in one view.
NEW FEATUREcomposerAdaptive Learning Accounts Content Gen & persistence+1The learning composer is now shared across homepage and onboarding
Upsoma now uses the same standard composer component for homepage learning prompts and the onboarding learning flow.
NEW FEATUREpath/profileAdaptive Learning Assessment & Evaluation Accounts+1Path generation and assessments now ask for profile signal first
When a learner has not provided a resume or LinkedIn URL, Upsoma now opens a standard drawer before generating a path or running an assessment.