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2026

Where Do ChatGPT Business Promo Codes Come From? An OSINT Correction

··1885 words· 9 min
Correction — July 29, 2026 The first version of this article combined three observations—a company name inside a promo code, a Stripe-hosted checkout, and community reposts—into a story that was too certain: Stripe’s partner network issued the codes and employees of those companies leaked them. The available evidence does not establish that chain.

RAG vs LLM Wiki vs Plain Text — A Decision Framework for Agent Long-Term Memory

··1299 words· 7 min
Every Agent builder hits this question eventually: where do I store user data so the agent remembers it next session? Three approaches dominate the landscape: RAG (vector retrieval), LLM Wiki (structured knowledge injection), and plain-text context memory (the CLAUDE.md / Cursor Rules pattern). Each has vocal advocates. But picking wrong is expensive — do RAG too light and it’s a noise generator; do plain text too heavy and it’s a token incinerator.

Embedding CSS Animation Demos in Hugo Articles

··144 words· 1 min
Hugo shortcodes make it easy to embed live code demos. Here are three ways: The diagram first separates their boundaries: a native shortcode, a CodePen iframe, and a CodeSandbox app serve different complexity levels and execute code in different places. Three embed paths: prefer a native shortcode for simple, versioned effects; CodePen for shareable snippets; and CodeSandbox for a complete interactive application. 1. Inline CSS Demo (No External Service) # A spinning loader animation, right in the article:

Building a Personal Site with Hugo and Dual-Stack CDN

··657 words· 4 min
One Hugo artifact is published to both Alibaba Cloud OSS/CDN and Cloudflare Pages, while geo-aware DNS sends domestic and international visitors to different edge networks. Why Hugo # When picking a framework for a personal blog, my top criterion was low maintenance cost — I didn’t want to abandon writing three months later because of npm dependency hell.