Build Wholana
KINDAreplaces $5/mosaves $60/yrback to the verdict
Before step 1
you will need
- TikTok scraper API (Apify or similar, paid per run)
- LLM API key for hook labeling
- SQLite
- a nightly cron job
- a scrape budget that recurs every month
Delivery order
Scaffold the smallest runnable application and document its commands.
done whenThe project starts from a documented command in a clean checkout.
Implement the primary data model and core workflow.
done whenThe main object can be created, read and changed end to end.
Add validation, safe failure states, and persistence.
done whenBad input is refused with a readable message and nothing is left corrupted.
Cover the critical path with automated tests.
done whenThe highest-risk behavior fails the suite when it breaks.
Exercise a clean install from the README and fix every missing step.
done whenA fresh clone reaches the first successful workflow using only the README.
That is the whole plan for Wholana. What it deliberately does not cover is below · check the gaps before you call it a replacement.
- the cross-creator corpus
- search across videos you never chose to watch
- a curated craft taxonomy instead of labels you invented
- semantic and hybrid search
- subject classification
- creator equity and track-record views
- someone else absorbing the scrape cost and keeping it running
Need the files? The project pack on the verdict page hands your agent the whole brief · more social media.