Is AI-Assisted Craft the same as being an AI Engineer?

No. AI-Assisted Craft means using coding agents with senior ownership and quality gates. It is not a claim to a dedicated AI Engineer, NLP Engineer, or LLM research role.

Which tools do you use?

Cursor, GitHub Copilot, Claude Code, Windsurf, OpenCode, Ollama, and llama.cpp — selected per task, always with human review.

Where should recruiters hire for this?

Use the Vibe Coding Cleanup profile at cesargomez.dev/ai-engineer/ for hiring intent. This page explains the methodology behind that offer.

Do you ship unreviewed AI output?

No. Architecture fitness, security, typed contracts, and maintainability checks are part of the definition of done.

Methodology · Not an AI Engineer title

AI-Assisted Craft methodology

How I use Cursor, Copilot, Claude Code, and related tools without shipping slop: human ownership, architecture review, and quality gates. This page is the methodology — hire for Vibe Coding Cleanup at /ai-engineer/.

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Craft over hype

AI tools accelerate scaffolding and exploration. Craft decides what merges: typed contracts, security, tests, duplication control, and clarity for the next engineer.

I am not positioning as a dedicated AI Engineer, NLP Engineer, or LLM researcher. I am a senior Vue/Nuxt / fullstack developer who uses agents as leverage and integrates AI/NLP product features when the product needs them.

Quality gates in the workflow

Architecture ownership

Agents propose; a senior owns boundaries, data flow, and long-term maintainability.

Review before merge

Catch hallucinated APIs, insecure patterns, dead abstractions, and duplicated logic before they hit main.

Typed Vue/Nuxt delivery

Keep TypeScript, component contracts, and SSR/SSG concerns honest when AI wrote the first draft.

Tooling with judgment

Cursor, Copilot, Claude Code, Windsurf, OpenCode, Ollama, and llama.cpp — chosen for the job, always with human gates.

What this methodology includes

Agent-assisted scaffolding with mandatory human review
Security, maintainability, and regression checks before release
Vue/Nuxt production craft when AI speeds delivery
Clear refusal of AI Engineer job-title claims

Where the method shows up

Daily AI-assisted Vue/Nuxt delivery, vibe-coding cleanup for agent-heavy codebases, and product integration of AI/NLP features at LingoQuesto as a fullstack engineer — not as a dedicated model researcher.

Related profiles

01Vibe Coding Cleanup hire profile at /ai-engineer/
02Vue/Nuxt senior delivery at /vue-frontend-developer/
03Case studies for Colegium and LingoQuesto on the portfolio home
04Available for senior contract roles from August 2026

LingoQuesto case study — AI/NLP in product