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AI Application Security Best Practices

BACKGROUND
2 SIGNALSFIRST DETECTED 11 June 2026UPDATED 17 October 2026
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11 May
I Broke AI Systems for a Living. Here’s How Attackers Actually Do It.

<p>Most companies shipping AI have never once tried to break it.</p> <p>Not because they don't care about security. Because they assume the model handles it. The model was trained

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17 May
Why prompt filtering fails and what to do instead

<p>Every prompt injection defense I’ve seen makes the same mistake. It asks the wrong question.<br /> The wrong question: “Does this prompt contain dangerous words?”<br /> The

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12 May
Your CI/CD Pipelines Are Your Largest Unmonitored Attack Surface

<h2> The risk in one paragraph </h2> <p>Every time your team deploys software to AWS, a pipeline authenticates with credentials that can modify production infrastructure. In most

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10 May
Static Analysis for LLM Prompt Security: A Methodology for Pre-Deploy Vulnerability Detection.

<h1> Static Analysis for LLM Prompt Security: A Methodology for Pre-Deploy Vulnerability Detection </h1> <p><em>How applying SAST principles to LLM prompt strings catches security

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10 Apr
Why Cursor Keeps Hardcoding Your API Keys (And How to Stop It)

<h2> TL;DR </h2> <ul> <li>AI assistants trained on public repos reproduce hardcoded secrets because that's what they learned</li> <li>A pushed API key is effectively public even

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8 Apr
AI, ML, and Fundamental Rights: Privacy, Equality, Fairness

<h1> Introduction¶ </h1> <p>Artificial intelligence now shapes access to credit, housing, employment, healthcare, and justice. In each of these domains, the decisions an algorithm

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28 Sept
Prompt Injection Is the New SQL Injection: Building Resilient AI‑Powered Applications

<p><em>Originally published on <a href="https://tamiz.pro/insights/prompt-injection-resilient-ai-applications" rel="noopener noreferrer">tamiz.pro</a>.</em></p> <p>The rapid

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8 May
Postmortem: Our AI-Powered Chatbot Hallucinated Sensitive Data – Root Cause and Fix

<p>On March 14, 2024, our production AI customer support chatbot leaked 1,247 unique PII records (including SSNs, unmasked credit card numbers, and internal API keys) to 892 end

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