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Attention: How Words Talk to Each Other
Part 2 of the series 'From Token to Chatbot'. The attention mechanism explained with zero math background required: dot product, softmax and the Query/Key/Value trio, with hands-on Python to watch a model link 'it' to 'cat'.
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How an LLM Builds a Word
An LLM does only one thing: predict the next word, over and over. Part one of the series 'From Token to Chatbot' — tokens, embeddings, logits and softmax, with hands-on Python to watch GPT-2 hesitate and then pick 'Paris'.
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My laptop as code: a DevOps approach to setting up my workstation
Why I stopped configuring my laptop by hand. Ansible, mise, uv, direnv, Ansible Vault, pre-commit and a Vagrant smoke test to bootstrap a Debian/Ubuntu workstation reproducibly.
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Kandidat — I needed an application tracker, so I designed and deployed it the DevOps way
I needed a tool to structure my job search in Guadeloupe. I designed and built it with Claude Code as support, then automated its deployment on my homelab by putting DevOps culture into practice.
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My homelab: from Proxmox to Kubernetes, fully automated
How I built an Infrastructure as Code monorepo to manage my entire homelab — Proxmox, Docker, Kubernetes, WireGuard, Pi-hole — with Terraform and Ansible.
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Generate Excalidraw Diagrams from Claude Code with MCP
How to install and use the excalidraw-render MCP server to generate architecture diagrams directly from Claude Code, in PNG or SVG.
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Good Points: a family PWA for encouraging good behavior
How I built a reward points app for my kids using React, Firebase, and an offline-first PWA approach.
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ckad-dojo: a local CKAD exam simulator
9 dojos, 178 questions, auto-scoring and web interface — how I built a CKAD exam simulator for practicing under realistic conditions.
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Building an ATS-friendly CV from an HTML template — a local and DevOps-driven project
This project started from the idea of turning my CV into an HTML template and automating the generation of PDF and DOCX versions using a DevOps approach.
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Analyze Your Emails with AI: Claude Code + Gmail Practical Guide
Complete tutorial to create your intelligent email analysis assistant with Claude Code. 30-minute setup, read-only access, risk-free.
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