Make + Gemini API

First attempt

Hallucinated articles and broken links

Make + Perplexity

Second attempt

Payment blocked

Make + Claude API

Third attempt

Unparseable output

Pivot to Python

Change of approach

Python + Claude API

Working solution

Real articles and citations
Parsing solved

Refinements

Iterating to production

Production-ready briefing

Scheduled output

Delivered biweekly via Windows Task Scheduler
Dead end
Pivot
Working
Done
Mountain valley journey

What I did

Challenge

Outcome

Lesson learned