Selected work / Case 04

Comfy Rail

Production ComfyUI runtime for RunPod Serverless

A maintained runtime system that turns approved ComfyUI workflows into versioned generation, editing, and upscaling services behind one stable API contract.

Comfy Rail runtime and API route diagram
Type
B2B AI runtime product
Focus
ComfyUI on RunPod Serverless
Role
Founder · Product and system design
Status
Public site · Controlled release gates

01 Problem

A working ComfyUI graph is not yet a dependable production service.

Production teams need repeatable versions, a stable request contract, predictable deployment boundaries, and evidence that the exact runtime has passed its release checks. A single mutable image makes generation, editing, and high-resolution output harder to maintain and reason about.

02 System

Three separately versioned runtimes, one public contract.

Comfy Rail separates generation, editing/outpainting, and upscaling into maintained runtime profiles. Customers keep execution inside their own RunPod account while the product defines the compatible workflow path, API boundary, and controlled release evidence.

01Approved workflow
02Stable API Contract v1
03Versioned runtime profile
04Customer RunPod account
05Validated output
  • 01
    Separate runtime profilesGeneration, editing, and upscaling can evolve and be released without turning one container into an opaque monolith.
  • 02
    Customer-owned infrastructureExecution, storage, and infrastructure billing stay in the customer's RunPod account.
  • 03
    Release gates fail closedA runtime is not presented as commercially cleared until its exact dependencies and release evidence pass the defined checks.

03 Role

Product strategy, runtime architecture, and launch system.

I shaped the product positioning, split the runtime architecture around real workflow responsibilities, built the contract and deployment path, and developed the public product experience. The public case deliberately leaves private implementation details and customer operations out.

04 Evidence

One maintained route for each production responsibility.

The public product and readiness documentation are live. These project visuals show the three runtime profiles without exposing private repository or operational details.

Comfy Rail generation runtime producing a dark architectural product scene
Generate · production image workflow
Comfy Rail editing runtime extending and refining an image
Edit · outpainting and refinement
Comfy Rail upscaling runtime preparing a high-resolution output
Upscale · high-resolution delivery
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