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SuanNi
SuanNi
May 6, 2026 · Information Security

Why AI Can't Keep Secrets and How Output Filtering Provides a Bulletproof Defense

Developers often hide credentials in system prompts, but a massive stress test by Swept AI and the University of Michigan shows that given enough time, large language models inevitably reveal those secrets, and only strict output‑filtering defenses consistently prevent leakage.

AI securityLarge Language Modelsoutput filtering
0 likes · 10 min read
Why AI Can't Keep Secrets and How Output Filtering Provides a Bulletproof Defense
Java Tech Enthusiast
Java Tech Enthusiast
Apr 15, 2026 · Information Security

Why Your API Keys Are Leaking on GitHub and How to Stop It

Developers often store dozens of AI service API keys in .env files or hard‑code them, which can accidentally be committed to public GitHub repositories, leading to massive credential exposure, unexpected billing, and security breaches; this article explains the risks, real‑world examples, statistics, and practical steps to protect your keys.

API SecurityGitHubInformation Security
0 likes · 4 min read
Why Your API Keys Are Leaking on GitHub and How to Stop It