#Sonar
133 related articles
·3 min
Eliminating Fake Torrents in Sonarr: Building a Truly Hands-Off Media Library
In-depth analysis of why Sonarr grabs .exe/.scr fake torrents, with practical solutions including size minimums, Release Profile filtering, Prowlarr pre-filtering, and the case for private Trackers vs public indexers.
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·2 min
Clip Sonar: An In-Depth Look at the AI-Powered Viral Short Video Analysis Tool
Clip Sonar is an AI short video analysis tool that reverse-engineers viral Instagram Reels and TikTok videos to extract hooks, formats, and patterns, with Claude MCP integration and 50 free analyses.
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·3 min
Automated Cleanup of Corrupted Media Server Files: FFmpeg Detection with Sonarr Integration
Learn how to fix corrupted media files after power outages using FFmpeg and ffprobe for automated detection, integrated with Sonarr for batch cleanup and re-downloading.
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·3 min
Sonar Tests Code Quality Across 53 LLMs: Claude Has the Most Security Vulnerabilities, GPT-5 Code Volume Surges 5x
Sonar evaluates 53+ LLMs on 4,444 Java tasks: Claude has the highest security vulnerability density at 300/million lines, GPT-5 code volume surges 5x to 1.2M lines. Deep analysis of real-world code quality.
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·3 min
Gitar: An AI Code Review Tool That Doesn't Just Find Issues — It Fixes Them
Gitar is an AI code review tool that automatically fixes issues it finds, supports PR review & repair, CI failure diagnosis, and Flaky Test handling. Now part of Sonar.
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·3 min
GLM-5.3 Programming Capability Up 50%: Benchmark Analysis & Practical Validation Guide
Deep analysis of GLM-5.3's 50% programming improvement across six benchmarks, examining the performance-cost relationship in agentic programming and providing actionable model validation methods.
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·3 min
AI-Powered Vulnerability Discovery in Practice: A Complete Guide to LLM Security Applications
A deep dive into LLM applications in cybersecurity offense and defense, covering AI code auditing, automated vulnerability discovery, CTF Agents, and more, with tool selection guides and compliance guidelines.
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·3 min
The Blind Spot of AI Code Factories: The Quality Crisis Behind the Speed
AI programming tools have accelerated code generation, but a quality crisis is silently spreading. This article examines the missing QA steps in AI code factories and how to balance speed with quality.
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·2 min
Sentrint: A Security Scanner Built Specifically for AI-Generated Code
Sentrint is a security scanner designed for LLM-generated code, detecting secret leaks, hallucinated dependencies, and injection vulnerabilities in AI code.
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·2 min
Perplexity Web Version Quietly Removes Multiple Features, Sparking Controversy
Perplexity's web version quietly removed usage statistics, model labels, and response deletion features while mobile remains unaffected. Here's what changed and why it matters.
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·4 min
Perplexity Pro Massively Downgraded: From 500 Responses to 6, Paying Users Flee En Masse
Perplexity Pro users expose severe service cuts: advanced model responses drop from 500 to 6, image/video quotas nearly eliminated, accounts vanish for two weeks without response. Analysis of the AI subscription trust crisis.
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·3 min
Is 60% of Cursor's Code Copied? The Truth About AI Coding Tool Originality
Cursor allegedly has 60% of its code from existing open-source projects. We analyze AI coding tool originality, how LLMs generate code, and how developers can use Vibe Coding responsibly.
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·2 min
Gemini 3.5 Flash Cyber: Google's AI Security Model Built for Vulnerability Detection and Remediation
Google releases Gemini 3.5 Flash Cyber, a lightweight AI model for automated vulnerability detection and patching. Deep dive into its capabilities, architecture, and competitive positioning.
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·3 min
Mass Surveillance of Left-Wing and Anti-ICE Protesters in the U.S.: Technical Methods and Privacy Controversies Explained
An in-depth analysis of U.S. government mass surveillance of left-wing groups and anti-ICE protesters, covering facial recognition, SOCMINT, mobile tracking, and the constitutional challenges to civil privacy.
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·3 min
DHS Surveillance of Anti-ICE Dissidents: The Clash Between Government Surveillance Technology and Civil Liberties
DHS reportedly surveilled anti-ICE dissidents in Minnesota, sparking debate over surveillance technology abuse. Analysis of SOCMINT, facial recognition, and civil liberties implications.
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·3 min
Cloudflare Uses AI to Standardize Engineering Practices: From Standards Drift to Automated Enforcement
Deep dive into how Cloudflare uses LLMs to auto-enforce engineering standards, solving standards drift in large teams. Explores AI code review in CI/CD pipelines, challenges, and implications.
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·2 min
Revolut Drops Perplexity for ChatGPT Go — Is This an Upgrade or a Downgrade?
Revolut replaced Perplexity Pro with ChatGPT Go for premium members. We compare both AI products' positioning and value to help you decide if it's an upgrade or downgrade.
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·2 min
Kimi K3 Integrates with Devin Platform: A Long-Horizon Coding Agent with Outstanding Debugging Capabilities
Kimi K3 launches on Devin Desktop and CLI, surpassing GPT-5.5 on FrontierCode 1.1 with standout debugging skills. Explore its long-horizon agentic coding performance.
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·2 min
OpenAI Open-Sources Codex Security CLI: An AI-Powered Code Security Scanning Tool
OpenAI quietly open-sources Codex Security CLI, supporting repo security scanning, vulnerability tracking, fix verification, and CI/CD integration — extending AI from code generation into security.
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·4 min
SoulSync + slskd + Navidrome Self-Hosted Music Setup: Looks Great but Confusing in Practice
A detailed look at SoulSync, slskd, and Navidrome self-hosted music setup: component roles, file flow logic, and common pitfalls including Wishlist confusion and Spotify rate limiting.
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