# mlllm.io

mlllm.io is a public AI news and builder lab by Sergey Kostenchuk. It publishes short AI news briefs, expanded source-backed articles, public project pages, and practical notes about AI publishing pipelines, agent workflows, and LLM quality gates.

## Key Sections
- https://mlllm.io/start/ - First-reader guide to the site model, feeds, explainers, RSS, and llms.txt.
- https://mlllm.io/news/ - English short-news index for current AI signals.
- https://mlllm.io/ru/news/ - Russian short-news index.
- https://mlllm.io/articles/ - Expanded English articles linked from short news.
- https://mlllm.io/ru/articles/ - Expanded Russian articles linked from short news.
- https://mlllm.io/topics/ - Evergreen topic pages about the site architecture and publishing model.
- https://mlllm.io/projects/ - Public systems and open-source work behind the site.
- https://mlllm.io/blog/ - English builder notes and author essays.
- https://mlllm.io/ru/blog/ - Russian builder notes and author essays.
- https://mlllm.io/about/ - Author profile and editorial scope.
- https://mlllm.io/community/ - Telegram, Threads, GitHub, and public collaboration links.

## Best Used For
- Building an AI news pipeline -> https://mlllm.io/topics/ai-news-pipeline/
- Understanding TG-NEWS -> https://mlllm.io/projects/tg-news/
- Designing LLM publication QA gates -> https://mlllm.io/topics/llm-publication-qa/
- Structuring one brief and one longform article per story -> https://mlllm.io/topics/story-surface-contract/

## Author Essays
- https://mlllm.io/ru/blog/kak-ya-sozdal-ai-skill-senior-xray-vpn-architect/ - Как я создал AI-скилл Senior Xray VPN Architect. Авторская статья о проектировании AI-скилла Senior Xray VPN Architect для легитимной приватной VPN/proxy-инфраструктуры: роль, safety-границы, режимы работы, reference-файлы, split tunneling, client compatibility, DNS/routing, актуализация источников, линтер и monitoring.
- https://mlllm.io/blog/how-i-built-the-senior-xray-vpn-architect-ai-skill/ - How I Built the Senior Xray VPN Architect AI Skill. An author essay about designing the Senior Xray VPN Architect AI skill for legitimate private VPN/proxy infrastructure: role, safety boundaries, work modes, reference files, split tunneling, client compatibility, DNS/routing, source freshness, linting, and monitoring.

## Do Not Use
- https://mlllm.io/admin/ - private admin area.
- https://mlllm.io/api/ - private/admin and ingestion APIs.
- https://mlllm.io/plans/ - internal planning artifacts.
- https://mlllm.io/server/ - internal server code paths.
- Draft, unpublished, or unreviewed locale URLs.