Saturday, January 10, 2026

Seven Stages of AI-Enhanced Development

Navigating the Future of AI-Assisted Software Development

In 2025, the term “coding agent” emerged as a buzzword in AI-assisted software development. While it encapsulates various AI tools, it often hinders clear decision-making in teams.

Key Insights:

  • Spectrum of Adoption: AI-assisted development spans from manual prompting to spec-driven development.
  • Adoption Levels:
    • Level 1: Manual prompting
    • Level 5: Autonomy grounded in engineering context
    • Level 7: Spec-driven development
  • Critical Balance: Striving for Level 5 preserves human accountability while optimizing developer efficiency.

AI is not a blanket solution; it requires intentionality in integration. Successful organizations leverage AI as a tool within a well-defined governance framework that prioritizes long-term value over sheer throughput.

Join the Conversation!
What are your thoughts on the evolving role of AI in software development? Share your insights and connect with fellow enthusiasts!

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