Implement Phase 6 badge features for TutorDesk AI (Gradio 6, llama.cpp, HF traces)
Session from tutordesk-agent-traces on Hugging Face by naazimsnh02 · MIT · condensed by Coders Talk
Continue a multi-phase Gradio/Modal tutoring app by implementing Phase 6: offline llama.cpp mode, trace export to Hugging Face, a custom Gradio 6 frontend, and a field notes blog post, then add a way to smoke-test all four models.
- +0Prompt · +0Check progress.md, understand the project, then proceed with Phase 6.
- +0mAgent did · +0mRead through app.py, config.py, models/*.py, modal_app.py, frontend/README.md, requirements.txt and .env.example to understand the existing architecture before starting Phase 6.
- +1mAgent did · +1mLaunched a background research agent on Gradio 6 API changes, then in parallel implemented offline llama.cpp mode in models/qwen.py and config.py, wrote data/export_traces.py for the HF dataset export badge, and wrote field_notes.md as the blog post submission.
- +4mAgent did · +4mUsed the Gradio 6 research (theme/css move to launch()) to build frontend/theme.py, updated app.py's build_app() and __main__ block accordingly, bumped gradio to >=6.0 in requirements.txt, and updated progress.md's phase/badge status.
- +5mAgent did · +5mDid a final read-through of app.py to verify the Gradio 6 wiring, then added the missing frontend/__init__.py so the module imports correctly.
- +9mPrompt · +9mHow do I test if all models are working, including Tiny Aya & FLUX.1-schnell?
- +9mAgent did · +9mFound the modal entrypoint only tested Qwen, so wrote scripts/smoke_test.py covering all four models via the thin clients, expanded serving/modal_app.py's local entrypoint to test all models, and documented two ways to run the smoke tests (via Modal directly or the script).
- +11mOutcome · +11mPhase 6 completed: offline llama.cpp mode, HF trace export script, Gradio 6 custom frontend, field notes blog post, plus a new scripts/smoke_test.py covering all four models (Qwen, MiniCPM, Tiny Aya, FLUX).
I'd start the next session by asking for the smoke test script up front, since testing all four models turned out to be a separate need I only realized after Phase 6 was 'done'. Letting the agent explore the whole codebase before touching anything paid off — it found the Gradio 6 theme/css API change on its own via a background research agent instead of guessing. No real corrections were needed this session; the one bash error was self-resolved immediately.