Your API Is Leaking Source Fingerprints. Here's How to Stop It.
Why transformed data still reveals where it came from
Mar 24, 20268 min read13
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#buildinpublic
Articles tagged with #buildinpublic
I Prompt Injected My Own GitHub README. Then I Built a Honeypot.
How a practical joke turned into an LLM honeypot, two free security tools, and a canary endpoint that fingerprints AI scrapers.
Mar 17, 202622 min read383
How I'm Building a Content Factory That Catches Its Own AI Slop
Generating 150 pages with AI is easy. Generating 150 pages that don't read like AI wrote them is the actual problem.
Mar 11, 202614 min read17
I Removed One Line of Django Code and My API Got 95ms Faster
When my API slowed down, I didn’t add Redis. I didn’t upgrade the droplet. I opened a Django shell and started measuring.
Feb 24, 20269 min read68
How I Built a Self Auditing Data Pipeline With Multiple LLMs
Cheapest checks first: A 64 cent, multi model pipeline that audits itself.
Feb 17, 202612 min read90