{"slug": "friends", "title": "Friends", "summary": "Paul Kukiel and Melchi Salins are recommended as valuable resources for their expertise in AWS, Python, AI-assisted coding, and AI infrastructure, with Melchi's KV cache explainer featuring an interactive calculator.", "body_md": "# Friends\n\nA few blogs and people worth your time.\n\n** Paul Kukiel** - a good friend of mine, and one of the best Solution Architects I know. He writes hands-on posts on AWS, Python, and AI-assisted coding.\n\n** Melchi Salins** - a colleague who goes deep on compute and AI infrastructure. His KV cache explainer even ships with an interactive calculator.\n\n*If we know each other and you’d like a link here, get in touch.*", "url": "https://wpnews.pro/news/friends", "canonical_source": "https://coles.codes/friends/", "published_at": "2026-05-30 00:00:00+00:00", "updated_at": "2026-06-14 08:06:07.081777+00:00", "lang": "en", "topics": ["ai-infrastructure", "ai-tools", "developer-tools"], "entities": ["Paul Kukiel", "Melchi Salins", "AWS", "Python"], "alternates": {"html": "https://wpnews.pro/news/friends", "markdown": "https://wpnews.pro/news/friends.md", "text": "https://wpnews.pro/news/friends.txt", "jsonld": "https://wpnews.pro/news/friends.jsonld"}}