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Every scraper I've ever built 😅
The estimate: 10 minutes.
The reality: the site renames one CSS class and I lose my afternoon.
Websites change. That's why I build scrapers with retries, fallbacks and clear error messages, so your data keeps flowing.
What's the weirdest reason one of your scripts broke?
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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100+ people already use my free skill file to stop their AI from making the same 25 design mistakes.
Drop it into your project and your agent gets better at typography, spacing, color, and dark mode. Link in the comments.
Landing page for an AI-native terminal platform
I built an AI support-ticket router on Replit, then tested it against the real model. Three things broke that no mock would have caught.
A silent failure. The first run sent 33 of 40 tickets to "needs a person". The newer Claude model rejects the temperature setting, and my code swallowed the error, so every call quietly failed. Now every failed call is logged.
The model thinks before it answers. With a tight token limit, some tickets got no answer at all and some draft replies stopped mid-sentence. Both have room now, and a cut-off draft is never saved.
One incident looked like four bugs. Four Safari checkout failures each got a different issue key, so the "3+ tickets, same problem" alert never fired. Sorting tickets in arrival order and asking for keys that name the problem rather than the customer turned them into one flagged incident.
If you're adding an LLM feature to your product, test it on real inputs early. The failures are rarely where you expect.
Live demo: https://sorta--krishnanbhupath.replit.app
