Blog

Thoughts &
Insights.

Writing on AI engineering, RAG systems, LLM development, and production AI.

Why general-purpose AI tools fall short.

ChatGPT and similar tools are powerful — but here's why they fall short for specialized professional workflows.

What happens behind the scenes when a PDF is uploaded? Character analysis, market score, Story Doctor chat, and the editorial suggestion pipeline.

Pay-as-you-go instead of monthly fees. Why this model is fairer for professional users.