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▸ Blog series

From Vibe Coding to Agentic Engineering

How AI-assisted development grows up — from conversational vibes, to MCP-driven agentic loops, to the review and verification gates that let it ship to production.

← All series
  1. 01

    Vibe coding: why projects need more than just logic

    Taste, intent, and feel are the new senior-engineer superpowers in the Cursor and Claude era — and how to keep the codebase from becoming a ball of mud.

    AI · 8 min read
  2. 02

    AI vs traditional development: which fits?

    AI vs traditional development: when AI-assisted speed pays off, when traditional engineering is non-negotiable, and the hybrid workflow I favor.

    Architecture · 8 min read
  3. 03

    Vibe coding: the shift to agentic workflows

    MCP, agentic loops, and intent-based engineering. How vibe coding becomes a real architecture pattern, plus the Laravel and MCP stack I run today.

    Architecture · 6 min read
  4. 04

    Vibe coding vs agentic engineering: which ships?

    Vibe coding is for prototypes, agentic engineering is for production. The daily split I use to ship AI-written code without hidden technical debt.

    AI · 8 min read
  5. 05

    Claude MCP: connecting my dev tools to LLMs

    The Model Context Protocol is a USB-C port for LLMs: one MCP server, any host, no MxN integration tax. The architecture, the servers I run, and why it is safe.

    AI · 9 min read
  6. 06

    AI coding is like an addiction (in the best way)

    A level-by-level map of the AI coding workflow: gateway prompts, codebase RAG, then multi-agent orchestration over MCP — and why manual coding now drags.

    AI · 8 min read
  7. 07

    Stop reading every line of AI-generated code

    Line-by-line review breaks on agent-sized diffs. How I moved to specs, property tests, and a multi-agent review pipeline — and the 3% I still read.

    AI · 9 min read
  8. 08

    Trust is not a QA strategy: test AI code too

    AI code is 95% syntactically clean and fails security tests 45% of the time. Half of agentic PRs ship no tests. The verification pipeline I run instead.

    AI · 10 min read