{
  "id": 18202516,
  "title": "Back to my cybersecurity project after 4 months. Looking for honest feedback",
  "url": "https://urgent.news/2026/11/04/back-to-my-cybersecurity-project-after-4-months-looking-for-honest",
  "topic": "tech",
  "section": "Tech",
  "published": "2026-11-04T23:14:43.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/__109f8caaf81962f/back-to-my-cybersecurity-project-after-4-months-looking-for-honest-feedback-b7e"
  },
  "original_language": "en",
  "account": "Greetings to all! Approximately four months ago, I halted my work on SentinelForge, an open-source security analysis tool that I had been developing on my own. While some of that time was spent procrastinating, I also gleaned valuable insights into software architecture, code quality, and the challenges posed by AI-generated code. Lately, I have resumed development and initiated a fresh update. Thus far, I have: completely revamped the user interface, included a placeholder for a future local AI assistant, rectified around ten bugs, encompassing two race conditions, and commenced a review of the codebase with the aim of refining AI-generated elements and enhancing overall code quality. My objective is to create SentinelForge in such a way that it is accessible to students and beginners, yet retains utility for bug bounty hunters. The vision is to consolidate scanning, vulnerability findings, evidence, and correlations into a single workspace, all while maintaining an intuitive user experience devoid of convoluted interfaces or raw data outputs. However, before I allocate additional months to feature development, I am eager to receive honest feedback.\n\nSeveral questions arise: what would compel you to give a tool like SentinelForge a chance? What aspects are lacking or irritating within the current tools you utilize? Would a local AI assistant that aids in elucidating and investigating findings prove beneficial? I am developing this project independently and welcome any criticism or suggestions. Even if you believe the project to be futile, I would appreciate understanding your reasoning. You may find SentinelForge at the following GitHub link: https://github.com/Sa1tama228/SentinelForge. Thank you.",
  "summary": "Hey everyone! About 4 months ago, I stopped working on SentinelForge, an open-source security analysis tool I've been building on my own. I spent some of that time procrastinating, but I also learned quite a bit about software architecture, code quality and the problems with AI-generated code. Recently I picked it back up and started working on a new update. So far I've: Completely redesigned the…",
  "key_points": [
    "Developer paused SentinelForge project for four months",
    "Revamped UI, added placeholder for local AI assistant",
    "Seeking honest feedback on tool's potential and improvements"
  ],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}