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PixelForge Roadmap

Phase 1: Core Platform (Completed)

  • Stable Diffusion 1.5 integration
  • Adaptive retry loop with bounded parameter tuning
  • CLIP + sharpness quality scoring
  • JWT auth and protected generation endpoints
  • React generation UI with history panel
  • Iterative session editing workflow
  • Docker Compose deployment (frontend/backend/mongo)

Phase 2: Quality Intelligence (In Progress)

  • Face-aware quality scoring implementation
  • Distortion classifier exploration
  • Better per-attempt quality diagnostics in APIs/UI
  • Prompt-quality benchmark suite for regressions

Phase 3: Scalability and Reliability

  • Persistent/distributed job queue backend
  • Multi-GPU worker scheduling model
  • Artifact storage abstraction for object stores
  • API pagination for large histories

Phase 4: Product Experience

  • Frontend automated testing and CI checks
  • User-level history filters and favorites
  • Session compare view for iteration deltas
  • Optional quality profile presets (speed/balanced/quality)