v1.7.0Latest release

The Continuity Release: Today, Generate, and Library

Lernex now carries context across the day with a smarter Today brief, durable Generate study threads, source-aware attachments, better artifact recovery, and the new Library course notebook. Revolutionary concept: the app remembers what you were doing.

May 17, 202611 min read
Continuity engine

Today knows what matters. Generate remembers what happened. Library keeps the trail.

This release connects the daily brief, durable study threads, source-aware attachments, better artifact handling, and the renamed Library into one more persistent learning relationship.

The product idea

Less amnesia, more momentum

The old shape of most AI tools is: ask question, get answer, lose context, repeat until spiritually tired. v1.7 pushes Lernex away from that disposable-chat pattern.

Today now turns recent work, connected class context, memory, deadlines, and study state into next actions. Generate persists the thread, its artifacts, the learner's feedback, and the summary of what happened. Library gives saved study material a better home than a folder named 'misc', the international symbol for future regret.

Major surfaces
3

Today, Generate, and Library now carry more shared context.

Thread state
durable

Messages, artifacts, ratings, attachments, summaries, and starters now have a real backend contract.

Failure tracking
visible

Rejected artifacts and bad generations can be logged, investigated, and fixed.

Today

The daily brief got a brain

Today is no longer a polite dashboard pretending a calendar list is a learning strategy. The new brief looks at what Lernex is carrying forward, what assignments or study loops are active, and what the learner can actually do next.

It can suggest Generate actions, FYP recovery, Library review, assignment triage, and companion-memory follow-up. It also caches the brief so the page feels alive without turning every refresh into a small financial event. Growth, but make it responsible.

Carry-forward memory

The brief can surface recent study trails, saved context, visible memory, and next useful moves.

Actionable classwork

Connected schoolwork can become a Generate prompt or planner action instead of sitting there like a deadline with better posture.

Refresh with restraint

The cache keeps the page responsive while still allowing a real AI refresh when the context has meaningfully changed.

Generate

Generate now behaves like a study room

The biggest internal shift is durable study threads. Generate can restore its conversation, track artifacts, inspect active work before answering, preserve ratings, maintain summaries, and use starter prompts that are personalized before the learner has to poke the page awake.

Large attachments also got less clumsy. Semantic compression and source digests let Generate use files and transcripts without blocking the first useful response behind a dramatic reading of the entire document. The document can be important without becoming the main character.

  • Durable messages, artifacts, ratings, summaries, and attachment memory.
  • Personalized starter prompts with durable cache and background refresh.
  • Source-backed artifact requests for lessons, quizzes, flashcards, and follow-up questions.
  • Failure-event logging for loud Generate failures.
  • Cleaner math, LaTeX, flashcard, quiz, voice, and visual rendering paths.
Library

Playlists became Library for a reason

The old Playlists label was too small for what the surface had become. Library now frames saved courses, notebooks, generated lessons, remix flows, and continuing study as a serious long-term home.

This was not just a label swap. The route, redirects, navigation, SEO, sitemap, manifest, mobile references, companion routing, and support knowledge were updated together. A rename that only changes the header is not a rename. It is a costume.

Course notebook

First visits orient around the learner's saved course context instead of a generic playlist shelf.

Redirected history

Old playlist links continue to land safely through permanent redirects.

Cross-surface language

Web, mobile, support, SEO, and companion routing now speak the same Library language.

What this sets up

Lernex is becoming one continuous learning system.

v1.7 makes the app better at carrying context forward. The next frontier is making that memory feel even more proactive, precise, and calmly useful across every study surface.

These updates are live product work, not decorative changelog confetti. The goal stays the same: Lernex should learn the learner and make the next step easier to find.

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