Shrutiind02

AI Detector	Rating	Best For	Starting Price	Verdict
HumaLingo	⭐⭐⭐⭐⭐	Overall AI detection	$19.99/mo	The best performer overall, with consistent and accurate results across human-written, AI-generated, AI-humanized, and mixed content with minimal false positives.
Pangram Labs	⭐⭐⭐⭐☆	Strict AI detection	$16/mo	Excellent for identifying AI-humanized content with high confidence, though its aggressive approach can classify mixed human-AI writing as fully AI-generated.
GPTZero	⭐⭐⭐⭐☆	Mixed human-AI writing	₹599/mo	Stood out for recognizing genuine human contribution in mixed content and still accurately detecting fully human and AI-generated text.
Winston AI	⭐⭐⭐☆☆	Human-written & AI-generated content	₹410/mo

Shrutiind02

Use Case	Best Pick	Why
Best overall AI detector	HumaLingo	Performed consistently across all four content types.
Best for educators	Winston AI	Strong for identifying pure AI and pure human content.
Best for strict AI screening	Pangram Labs	Flagged AI involvement very aggressively.
Best for mixed human-AI content	GPTZero	Recognized human contribution better than the other detectors.
Best for content creators	GPTZero	Produced the most nuanced results for mixed human-AI writing.
Best for organizations	Pangram Labs	Ideal when strict AI detection matters more than flexibility

Shrutiind02

AI Detector	Human-Written Text	ChatGPT Text	AI-Humanized Text	Mixed Human-AI Text
HumaLingo	99% human	99% AI	95% AI	70% AI
Winston AI	97% human	0% human	62% human	0% human
Pangram Labs	100% human	100% AI	100% AI	100% AI
GPTZero	100% human	100% AI	0% human	85% human / 15% mixed
Walter Writes AI	83% human	92% AI	66% AI	73% AI

Klerith

Flujo de trabajo recomendado

1. Describir el problema:
   Utiliza la skill /spec para crear el artefacto SDD.

2. Revisión y aprobación:
   Revisa el artefacto generado y apruébalo si cumple los requisitos.

3. Implementación:
   Ejecuta /spec-impl para comenzar la implementación guiada por el SDD.

Shrutiind02

AI Detector	Best For	Weakness	My Verdict
HumaLingo	Best overall AI detector	Pricing may not suit casual users	Best balance of accuracy and usability
Winston AI	Students, educators, and multilingual checks	Less conclusive on AI-humanized and mixed content	Strong for pure AI vs. pure human detection
Pangram Labs	Strict AI screening	May over-flag mixed human-AI writing	Best for organizations that want strict detection
GPTZero	Mixed human-AI content	May require advanced scans for deeper analysis	Best for publishers and content creators
Walter Writes AI	Writers, SEO teams, educators, and legal professionals	Limited in-de

karpathy

LLM Wiki

A pattern for building personal knowledge bases using LLMs.

This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.

The core idea

Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.

0xdevalias

Reverse Engineering Webpack Apps

Some notes and techniques for reverse engineering Webpack (and a little bit about React/Vue/Angular) apps.

Table of Contents

• Webpack (and similar bundlers) Chunk Format
  • AST Structure
• Basic minified example

yifanwang-yet

#EXTM3U x-tvg-url="https://live.zbds.top/tv/epg.xml.gz"
#EXTINF:-1 tvg-name="河北卫视4K" tvg-logo="https://raw.githubusercontent.com/fanmingming/live/main/tv/河北卫视.png" group-title="4K专区",河北卫视 4K
https://event.pull.hebtv.com/live/live101.m3u8
#EXTINF:-1 tvg-name="湖南卫视4K" tvg-logo="https://raw.githubusercontent.com/fanmingming/live/main/tv/湖南卫视.png" group-title="4K专区",湖南卫视 4K
http://hlsal-ldvt.qing.mgtv.com/nn_live/nn_x64/dWlwPTEyNy4wLjAuMSZ1aWQ9cWluZy1jbXMmbm5fdGltZXpvbmU9OCZjZG5leF9pZD1hbF9obHNfbGR2dCZ1dWlkPTliODY4NmU5ZTM2YzYwMmMmZT02OTE0NjA0JnY9MSZpZD1ITldTWkdTVCZzPTcwN2RiYTc2YzJjNmJmMTQ4MmUyZGYzOWU2NWM3YWFi/HNWSZGST.m3u8
#EXTINF:-1 tvg-name="苏州4K" tvg-logo="https://raw.githubusercontent.com/fanmingming/live/main/tv/苏州.png" group-title="4K专区",苏州 4K
https://tylive.kan0512.com/norecord/csztv4k_4k.m3u8

yifanwang-yet

{
  "name": "yifan 精选源列表 (2026-10-13 实测可用)",
  "version": 2,
  "sources": [
    { "name": "暴风资源", "url": "https://bfzyapi.com/api.php/provide/vod", "isAdult": false },
    { "name": "非凡资源", "url": "https://cj.ffzyapi.com/api.php/provide/vod", "isAdult": false },
    { "name": "量子资源", "url": "https://cj.lziapi.com/api.php/provide/vod", "isAdult": false },
    { "name": "无尽资源", "url": "https://api.wujinapi.me/api.php/provide/vod", "isAdult": false },
    { "name": "优酷资源", "url": "https://api.ukuapi88.com/api.php/provide/vod", "isAdult": false },
    { "name": "光速资源", "url": "https://api.guangsuapi.com/api.php/provide/vod", "isAdult": false },

rust-play

version = "1"