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How I Built an AI Security Auditor That Streams AST Fixes (151 Users in 3 Days)

Most Static Application Security Testing (SAST) tools give you a massive wall of text. They flag OWASP vulnerabilities, but leave you searching line-by-line to manually apply fixes. To solve this, I spent the last few weeks building BugZ —an autonomous security auditor designed to analyze code and generate immediate, actionable fixes. 🛠️ The Core Concept & How It Works Instead of dumping static…

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The Model Is a Variable: Compiling a Neural Network Into Your C++ Binary

Overview I strongly believe software frameworks cannot be designed in the abstract. UchenML came out of my experiments integrating machine learning into edge applications, and out of what I want to…

  • Neural network integrated directly into C++ binary without inference server.
  • Dots demo places trained model in browser tab to serve as opponent.
  • UchenML creates small, fast models for heterogeneous, distributed intelligence.

Building a Production AI Agent in Spring Boot: The Sandbox Rule (Part 11)

Docker shipped a product this week with a feature it calls YOLO mode, and the marketing line is almost a dare: "No manual review, no permission prompts, no supervision required." Docker Sandboxes…

  • Docker's YOLO mode offers zero supervision for agents
  • Sandboxes provide microVMs with firewalls and secret injection
  • Three attack channels in e-commerce assistant: user message, tool output, tool side effect