Recall

Snap a photo of your notes. A vision model reads them, a language model writes the quiz, and a voice loop tests you out loud — with spaced repetition built in.

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First, assess the current project status, perform necessary testing and QA using agent-browser, then independently select the most appropriate work focus for this round (fix bugs or propose new requirements) and continue development.

Requirements:

  1. At the start of the task, review /home/z/my-project/worklog.md to understand the actual project progress, and break down detailed current todos.
  2. First assess the current project status and perform necessary testing and QA via agent-browser (use agent-browser --help to view all available commands). Prioritize fixes if there are bugs, errors, test failures, build failures, runtime errors, or clear QA issues.
  3. If the current phase is relatively stable, independently propose additional feasible new requirements based on the task description, and continue advancing reasonable next-step development tasks.
  4. [Mandatory] Improve styling with more details!!!
  5. [Mandatory] Add more features and functionality!!!
  6. After completing a phase of work, update or create the handover document /home/z/my-project/worklog.md (updates are also recommended during work to avoid progress loss) for seamless continuation of development in the next phase.
  7. After project completion, be sure to record work details in /home/z/my-project/worklog.md.

Project context: Recall is an AI active-recall study companion for JecHacks 2026. Four-stage pipeline: VLM (extract notes from photo) → LLM (generate quiz) → TTS (speak questions) → ASR (transcribe spoken answers) → LLM (grade with feedback). Stack: Next.js 16, TypeScript, Tailwind 4, shadcn/ui, Prisma/SQLite, z-ai-web-dev-sdk. Premium light UI (Linear/Vercel grade). GitHub: https://github.com/Vitalcheffe/recall — ALL commits must be authored as Vitalcheffe Amineharchelkorane5@gmail.com. The dev server must be started inside the SAME bash command that runs tests (it dies when parent bash exits). Golden path to test: open http://localhost:3000, click 'Try a sample', wait ~40s for pipeline, verify quiz renders.

It is recommended that the handover document /home/z/my-project/worklog.md includes three sections:

  • Current project status description/assessment
  • Current goals/completed modifications/verification results
  • Unresolved issues or risks, and priority recommendations for the next phase

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