Changelog
Content Gen & persistence
Capability updates for Content Gen & persistence: AI-generated learning units, eval-gated and versioned.
Core learning subsystems
#Content Gen & persistence
AI-generated learning units, eval-gated and versioned
- Calmer learning pages
Chapters read at the app's normal text size, flashcards sit only on the sections they cover, and a path's pages give the lesson more room.
- Flashcards for each section of a chapter
Pro learners review each section of a chapter with flashcards written from that section, and the quick check is the chapter's quiz.
- Finish practice once, at any score, and the next chapter adapts to it
There is no longer an 80% score to reach before moving on: you answer a chapter's practice once, see your score and answers, and continue, while the next chapter adapts to your score and recaps what you missed. Practice shows code properly, and the chapter page is calmer.
- Every part of a chapter now appears or says why, and sources open beside it
A lesson, practice or figure that could not be made now says so with Regenerate instead of waiting forever, practice is ready sooner, sources open in a reader beside the chapter, and unfinished paths have their own Draft tab.
- A smaller, tidier admin console
The admin console keeps only the pages the team uses: Content review and the Realtime, Acquisition, Activation and Explore report tabs are gone, and the remaining pages are tidier.
- DEVELOPMENTlearn/chapterAdaptive LearningContent consumption / Learning & AdaptationContent Gen & persistenceThe pre-check is now a tab of the chapter, and practice is ready when you are
Take a chapter's pre-check from its own tab without leaving the app, see your result whenever you come back, and open Practice to questions that were written while you read.
- Learn the path you built
A path built at /new is now a learning path you can start straight away, with each chapter's lessons, pre-check and Ask Upsoma written for that chapter. Paths created before the learning-path agent are retired.
- NEW FEATUREpaths/new, roadmap, catalogue, posting intelligenceAdaptive LearningAccountsContent Gen & persistence+8A learning path built for you
Create a learning path through one guided conversation, with chapters chosen and ordered for your goal, background, and current readiness.
- Plan allowances and reliable billing
Monthly learning capacity, verified billing, catalogue pricing, and the dated Free Pro campaign share one account record.
- Figma alignment, scorecards and account controls
Responsive design corrections, job-description scorecards and paths, opt-in public profiles, Stripe billing support and cancellable account deletion.
- A calmer path composer
New path opens with the composer in the middle of the page, keeps the conversation open to typed answers, asks at most four questions, and reveals the drafted path as it is generated.
- Paths library, roadmap and chapter screens aligned to the design
Active paths group by domain, finished paths show their evidence and certificates, and the roadmap, chapter, practice and sources screens carry the panels from the design.
- Bring your own sources to a chapter
Add a link or document to guide future chapter generation and report sources that need replacing.
- Choose the chapters in your next path
Create a path from reviewed chapters and retain progress on your existing paths.
- Teaching examples shaped by your interests
Confirmed onboarding interests and background help personalize learning examples through the existing generation pipeline.
- Your first path from saved answers
Onboarding creates a real learning path with readiness-based skips and duplicate-safe retries.
- Onboarding 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.
- Prove 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.
- No more timeouts: content generates in the background
Opening a fresh chapter no longer holds the request hostage while lessons generate - the platform answers instantly, generates in the background, and your screen picks the content up the moment it is ready, ending the 504 timeouts on hosted environments.
- Learning formats: the lesson tabs now stay connected to the workspace header
Learners can now switch between the planned lesson, flashcards, quiz, walkthrough, diagram, and exercise from a connected second header row that stays aligned with the learning workspace.
- Quality gate: regression evals, judge calibration, and human review
The content quality gate now has a labeled regression suite, the grading judge is calibrated against human-labeled answers, and a human review console audits both quarantined content and a rolling sample of what the automated judge approved.
- Study formats: diagrams, listening, exercises, and your way in
Every chapter can now be studied your way: switch any skill into a concept diagram, flashcards, a quiz, a walkthrough, or a hands-on exercise; listen to lessons with chapter-by-chapter narration; and tailor capability checks to a specific company or domain.
- Your chapter, decluttered: projects, interview prep, and a story while you wait
Chapters lose their duplicate practice surfaces and gain two new tabs - real portfolio project recommendations and a band-aware interview question bank - every chapter now carries a short video, and path generation unfolds as a staged story instead of a spinner.
- Adaptive 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.
- Admin 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.
- Assessments: 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.
- The 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.
- Path 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.
