Abstract
From vibe coding to systematic engineering. A 2-hour internal training: how AI is changing software development, why context beats prompts, what MCP / LSP actually do, and the working anatomy of agents, skills, and slash commands — with live demos of a full plan → work → critic → compound loop.
What we covered
- Foundations — the AI shift for developers, the 80/20 flip from execution to planning, what “AI engineering” actually means.
- Context — why context beats prompts; tokens, windows, and what fits; good context vs bad context; garbage in, garbage out.
- LSP & MCP — the protocols underneath the new tooling: code intelligence (LSP) and the tool/data bridge that lets agents reach beyond their sandbox (MCP).
- Tool anatomy — slash commands, skills, and agents — what each one is, when to use which, and how to compose them.
- The full cycle — live walkthrough of a four-step loop: plan → work → critic → compound (CLAUDE.md gets the lesson, so the next pass starts smarter).
- Multi-agent orchestration — when one model is the wrong tool and you reach for many.