Stop Giving Coding Instructions -- Borrow an Expert's Perspective Instead

Repeating ‘fix this’ only circles within problems you already know. Deploying expert personas reveals blind spots, and learning when to call which persona also saves tokens.

March 31, 2026 · 2 min · Junho Lee
Overcoming NotebookLM's Generation Limits with Script-Based Control

Overcoming NotebookLM's Generation Limits with Script-Based Control

When NotebookLM stops at 20 slides, most people just give up. Designate a single master script as the source and push through with code-style commands to generate 40 slides.

March 31, 2026 · 2 min · Junho Lee
Automating Business Reports with a Multi-AI Pipeline

Automating Business Reports with a Multi-AI Pipeline

Connecting NotebookLM, Claude, and Gemini as a pipeline to turn reports into slides. A single model struggles to handle structuring and formatting simultaneously – splitting roles produces better results at each stage.

March 31, 2026 · 2 min · Junho Lee