Changelog - Content Gen & persistence

Confirmed onboarding interests and background help personalize learning examples through the existing generation pipeline.

Onboarding creates a real learning path with readiness-based skips and duplicate-safe retries.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

Upsoma now uses the same standard composer component for homepage learning prompts and the onboarding learning flow.

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.