Articles for people who
ship the stack
Rewrites on React, Node.js, TypeScript and AI. A translated body is shown when it exists. If it does not, you see the English text and a note that says so.
Tagged: portfolio
Five Levels of AI Engineering Projects, From Chatbot to Self-Improving Agents
A ladder of five AI engineering project levels, from API wrappers to RAG, agents, multi-agent systems and self-improving loops, with a practice step for each rung.
7 min readBecoming an AI engineer in 2026 without a CS degree
A zero-to-hired plan for becoming an AI engineer in 2026 with no CS degree: the seven skill areas, small projects, real-world experience and smart networking.
11 min readA Portfolio Chatbot Built to Say "I Don't Know" Instead of Guessing
How a portfolio chatbot stays honest: a locked honesty dial, five handwritten notes in the prompt instead of RAG, and a fixed refusal line that doubles as a gap detector.
8 min readBuilding a Developer Portfolio in a Weekend With Gemini 3.8 Flash High
A walkthrough of directing an AI coding agent to ship a Next.js portfolio, covering prompts, hallucinated content, icons, responsive checks and pre-deploy security.
6 min readBuild dashboard apps that transfer across freelance and company work
Trading-style React dashboards teach auth, roles, transactions and admin screens, the same patterns CRM, inventory and finance products need in real jobs.
3 min read
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