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AI-SLOP-Detector

A long-running code review and anti-slop inspection system designed to surface low-integrity patterns before they harden into production debt.

About This Work

AI-SLOP-Detector is presented here as a public repository with a long-running inspection thesis, official GitHub announcements, and evolving technical rationale.

ai-code-reviewquality-gatesinspectionvscodepython

AI-SLOP-Detector

AI-SLOP-Detector is a long-horizon inspection project focused on one problem: AI-assisted engineering can accelerate delivery, but it also accelerates weak reasoning, repetitive code, and shallow implementation patterns.

Core aim

The detector is designed to identify low-integrity code patterns before they graduate into architecture. That means spotting drift early, framing why it matters, and making quality visible enough to act on.

Why it belongs in Selected Work

This is not a disposable experiment. It is a living system with a public repository, an active release cadence, and a growing body of writing that explains how the tool is evolving in the open.

What this page is for

This Selected Work page is the canonical hub for the project:

  • the repository proves the artifact exists
  • the repository README explains the system and its purpose
  • GitHub Announcements carry official release and implementation updates
  • Flamehaven mirrors those announcements into a cleaner, project-centered archive

Announcements

synced Mar 13, 2026

flamehaven01Announcements

๐—ช๐—ต๐˜† ๐—”๐—œ-๐—š๐—ฒ๐—ป๐—ฒ๐—ฟ๐—ฎ๐˜๐—ฒ๐—ฑ ๐—–๐—ผ๐—ฑ๐—ฒ ๐—ข๐—ณ๐˜๐—ฒ๐—ป ๐—Ÿ๐—ผ๐—ผ๐—ธ๐˜€ โ€œ๐—–๐—ผ๐—บ๐—ฝ๐—น๐—ฒ๐˜๐—ฒโ€ โ€” ๐—ฏ๐˜‚๐˜ ๐—œ๐˜€๐—ปโ€™๐˜โ€”๐—ฎ๐—ป๐—ฑ ๐˜„๐—ต๐˜† ๐—œ ๐—ฏ๐˜‚๐—ถ๐—น๐˜ ๐—”๐—œ-๐—ฆ๐—Ÿ๐—ข๐—ฃ ๐——๐—ฒ๐˜๐—ฒ๐—ฐ๐˜๐—ผ๐—ฟ

A few days ago, I published a repository called: โ€œHRPO-X v1.0.1 โ€“ Hybrid Reasoning Policy Optimization Framework.โ€ I genuinely believed it was solid work: โ–ช๏ธPaper-inspired architecture โ–ช๏ธClean folder structure โ–ช๏ธConfi...