---
type: resource
status: mixed
tags: [workflow, engineering]
---
# 🔁 Development Workflow
> How I actually ship — heavily AI-assisted (Claude Code), self-hosted infra, fast iteration.

## The loop
1. Build locally (Next.js / Python) — Claude Code as pair
2. `pnpm build` gate before any push ([[Deployment Checklist]])
3. Push → Dokploy auto-deploys + auto-migrates
4. Hot-fix migrations via debug endpoint when needed ([[Decision Log#TD-003]])
5. Observe via admin dashboards (Tia) / logs

## Meta
- AI-agent tooling for my own workflow: [[Clawd Ecosystem]], [[Whisper Hotkey]]
- Knowledge captured in this vault + auto-memory files

## Related
[[Git]] · [[Self-Hosting]] · [[Deployment Checklist]] · [[Engineering Overview]]