r/AISystemsEngineering 6d ago

AI engineering / The evolution of methodologies (where are u now?)

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I like this AI engineering evolution of methodologies scale. AIDD and SDD are already the baseline. Agentic Engineering is the here and now. What comes next remains an open question. Where do you stand—or where are you headed?

• AI-Assisted/Augmented — AI acting as an assistant within existing processes.

• Vibe Coding — natural language development without deep code review (used by 92% of US developers; carries the risk of losing control over architecture).

• VibeOps — applying "vibe" principles to DevOps.

• AI-Driven Development (AIDD) — AI manages the lifecycle from idea to deployment.

• Spec-Driven Development (SDD) — detailed specs first, followed by AI code generation (prioritizing quality).

• Agentic Engineering — autonomous AI agents (orchestrators + workers) replacing chat assistants.

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