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Core image processing workflow

Skill gaelic-ghost/socket/plugins/apple-dev-skills/skills/core-image-processing-workflow

Guide Core Image implementation and repair across CIImage processing graphs, CIContext rendering, built-in and custom filters, RAW development, color management, HDR, regions of interest, Core Video and Metal destinations, and performance diagnostics. Use when Apple-platform image work changes, generates, composites, or renders pixels rather than decoding files or recognizing image content.From its SKILL.md

Install
npx -y skills add gaelic-ghost/socket --skill core-image-processing-workflow

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SKILL.md

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Core Image Processing Workflow

Purpose

Guide Core Image processing and rendering without turning CIImage into a bitmap wrapper or mixing transformation with file decoding, visual recognition, or display-container ownership. Preserve Core Image, Core Graphics, Core Video, and Metal types until an explicit output boundary.

When To Use

  • Use for Core Image filter chains, compositing, RAW development, custom kernels, color or HDR processing, render destinations, and Core Image performance or correctness repair.
  • Recommend apple-image-representation-workflow when decoding, encoding, metadata, or platform image-container behavior is primary.
  • Recommend the Vision workflow when the requested outcome is recognition or analysis rather than pixel transformation.

Single-Path Workflow

  1. Classify the request:
    • built-in filter chain
    • compositing, masking, scaling, or geometry
    • RAW development
    • custom kernel or processor
    • color, HDR, or alpha repair
    • render destination or interop
    • performance or correctness diagnosis
  2. Apply the Apple docs gate:
    • read current Core Image documentation before proposing implementation changes
    • state the documented behavior relied on
    • apply ../../shared/references/apple-image-type-ownership.md
    • use references/core-image-processing-and-rendering.md for graph, context, color, render, and performance decisions
    • use references/core-image-diagnostics-and-handoffs.md for repair probes and ownership handoffs
  3. Define the graph and ownership:
    • identify the source image, extent, orientation state, color space, alpha semantics, and dynamic range
    • build immutable CIImage transformations and keep mutable CIFilter instances task-local
    • choose one deliberately scoped, reusable CIContext
    • select the output bounds, format, color space, and destination before rendering
  4. Repair common failure modes:
    • treating CIImage as already-rendered pixels
    • creating a new CIContext per frame or filter application
    • sharing mutable CIFilter instances across concurrent work
    • losing orientation, extent, alpha, color-space, HDR, or auxiliary-data meaning during conversion
    • forcing CPU readback between Core Image, Core Video, and Metal without a concrete boundary
    • rendering infinite or unexpectedly expanded extents without an explicit crop
    • using Core Image as a recognition framework instead of handing analysis to Vision
  5. Return one recommendation with:
    • processing class and documented behavior
    • source and output type ownership
    • graph, context, color, extent, and render-destination plan
    • concurrency, cancellation, memory, and performance plan
    • repair findings and runtime validation handoff

Inputs

  • request: image-processing task or code under repair.
  • processing_goal: filter, composite, raw, kernel, color, hdr, render, interop, or repair.
  • platform_context: ios, ipados, macos, tvos, visionos, or mixed-apple.
  • Defaults:
    • prefer current Xcode or Apple documentation
    • preserve CIImage, CIContext, CIFilter, CIFormat, CGColorSpace, CVPixelBuffer, IOSurface, and Metal types
    • preserve lazy evaluation until a real render boundary
    • prefer Core Image before a custom Metal pipeline when Core Image expresses the requirement

Outputs

  • status: success, handoff, or blocked.
  • path_type: primary when Core Image owns the operation, fallback when another framework owns the next step.
  • output: documented behavior, graph and type ownership, render plan, diagnostics, validation, and handoff.

Guards and Stop Conditions

  • Do not claim a CIImage is rendered pixel storage; it describes an image and its processing recipe until rendered.
  • Do not create generic image managers, filter coordinators, or custom pixel wrappers when framework types and direct composition express the requirement.
  • Do not share mutable CIFilter state across concurrent tasks.
  • Do not silently discard orientation, scale, metadata, color space, alpha, dynamic range, extent, or auxiliary data.
  • Do not claim GPU, Metal, HDR, RAW, real-time, or zero-copy behavior is verified without runtime or profiling evidence.
  • Stop when the source representation, output destination, color requirements, or device capability needed for a correct recommendation is unavailable.

Fallbacks and Handoffs

  • Recommend apple-image-representation-workflow for Image I/O decode/encode, metadata, CGImage, NSImage, NSImageRep, NSBitmapImageRep, or UIImage ownership.
  • Recommend vision-image-analysis-workflow for recognition, detection, tracking, segmentation, or feature analysis.
  • Recommend camera-capture-depth-workflow for camera and depth capture.
  • Recommend avfoundation-media-pipeline-workflow for capture-session, reader, writer, export, or video pipeline ownership.
  • Recommend video-codec-processing-workflow for low-level codec and pixel-buffer work.
  • Recommend photos-library-editing-workflow for PhotosUI selection, PhotoKit assets/resources, library changes, and nondestructive editing.
  • Recommend xcode-build-run-workflow for project integration, Metal toolchain, build, run, device, or Instruments follow-through.
  • Recommend xcode-testing-workflow for fixtures, image comparisons, performance baselines, or regression tests.
  • Recommend explore-apple-swift-docs when documentation lookup is the real need.

Customization

Use references/customization-flow.md. This workflow defines no runtime-enforced knobs.

References

  • references/core-image-processing-and-rendering.md
  • references/core-image-diagnostics-and-handoffs.md
  • references/customization-flow.md
  • ../../shared/references/apple-image-type-ownership.md
  • Recommend references/snippets/apple-xcode-project-core.md for reusable Xcode-project policy.

Script Inventory

  • scripts/customization_config.py

What ships with it: 7 files

36.0 KB alongside SKILL.md, 1 of them executable

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