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Your agent's regression test should fail on the old code

“The tests pass” is an incomplete answer to “did this fix the bug?” An agent can change the implementation and the tests together, then hand you a green suite that never exercises the original…

  • Agent's regression test should fail on outdated code
  • Compare application behavior against original code and proposed fix
  • Define target behavior before evaluating the fix

How to Extract Emails From a Website List (Plus Phones and Socials)

To extract emails from a website, open its home, contact, imprint and about pages and copy the addresses published there. For one site, do it by hand.

  • Manual extraction is free but slow, especially for large lists
  • DIY Python script has limitations accessing only home pages
  • Hosted tool like Contact Details Scraper offers comprehensive extraction

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