POV

From Specs to Self-Healing Systems – GenAI’s Full-Stack Impact on the SDLC

This POV dives deep into how GenAI is transforming every layer of the software development lifecycle, from requirement engineering and architectural design to code generation, testing, deployment, and post-production self-healing. It reframes traditional roles, introduces new engineering primitives, and outlines the shift from framework-first to model-aware development. If you’re navigating the intersection of AI and software engineering, this POV offers strategic clarity, technical insights, and a forward-looking roadmap to help your teams lead in the GenAI era.

May 13, 2025

From Insight to Action: What This POV Delivers – 

  • A strategic lens on GenAI’s end-to-end impact across the SDLC ,  from intelligent requirements capture to self-healing production systems.
  • Clarity on how traditional engineering roles are evolving and what new skills and responsibilities are emerging in a GenAI-first environment.
  • A technical understanding of GenAI-driven architecture, code generation, and testing—including real-world patterns, tools, and model behaviors.
  • Insights into building model-aware, feedback-driven engineering pipelines that adapt and evolve continuously post-deployment.
  • A forward-looking view of how to modernize your tech stack with PromptOps, policy-as-code, and AI-powered governance built into every layer.

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