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AI SDLC - Cross-cutting Changes

Georgia Kali · 28 October 2026 · AI SDLC series, IntDEx framework Why the biggest changes in AI-native delivery sit between the phases, and how the IntDEx framework re-wires flow, teams, oversight…

  • Shift focus from code-centric to behavior-centric delivery in AI SDLC
  • Adopt flow-based, readiness-triggered replenishment over sprints
  • Transition from separate project/product management to unified product delivery management

FLUX 3 Max vs. Seedance 2.5: A Practical Field Guide to AI Image-to-Video Models

Introduction: The Image-to-Video Model Shortlist Choosing an AI image-to-video generator used to mean settling for one obvious weakness.

  • FLUX 3 Max and Seedance 2.5 are top AI image-to-video models with 1,139 Elo rating each.
  • FLUX 3 Max offers higher speed and cost-effectiveness compared to Seedance 2.5.
  • Seedance 2.5 provides superior quality output, making it suitable for high-end projects.

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