From material to a deck you will actually use
Why generated decks get abandoned
Anyone who has tried knows the pattern: one claim per slide, three bullets, random imagery, broken hierarchy. It does not save time. It moves the layout work one step later.
The real cost is editing: structure, wording, layout.
Our trade-offs
- Agree on the outline, then generate slides. Your structure is already in the material. Get the outline first, confirm it, then build.
- Generate editable objects, not images. Text boxes, shapes and charts stay separate elements you can edit directly.
- Fidelity on export. What you see in the editor is what the exported pptx looks like.
- Citations kept. Numbers pulled from your material keep their source, so you can answer "where did this figure come from".
A repeatable flow
- Collect the reports, data and last year's deck into the library.
- Have the outline drafted from that material.
- Confirm the outline, then generate the slides.
- Rewrite wording and swap layouts in the editor.
- Export the pptx and present.
Material is the raw stock, the outline is the skeleton, the layout is the skin. Keeping them separate is what makes the deck editable.
A generation only succeeded if you use the result twice.
Keep reading
LLM-notebook: turn a YouTube video into material you can question
YouTube has whole courses on it, but video is linear: to find the sentence the instructor said ten minutes ago you drag the scrubber and hope, and there is nowhere to ask about the part you did not follow. LLM-notebook turns a YouTube link into material you can question — the video plays in the workspace, the subtitles are laid out by paragraph, and anything you do not understand you select and ask about. Answers cite the exact passage, and one click jumps back to that moment.
Read postLLM-notebook: turning flowing LLM conversations into knowledge assets
A sharp answer in ChatGPT, a workable engineering practice in Gemini, reusable reference material in Qwen — and a week later it is scattered across four chat histories, impossible to search and impossible to edit. LLM-notebook collects LLM conversations into one library and settles them into notes you can read, export and share.
Read postChangelog
From the first version on main to today, logged week by week. Every entry comes from a real commit — features, but also the mistakes and the rollbacks.
Read post