CI & fixtures · Hyper-SD

CI and Fixtures: Keep Hyper-SD Out of the Pipeline

CI should be deterministic. Live Hyper-SD calls in tests and Storybook make snapshots flaky and bills noisy—especially for distilled fast draft previews where visual regression is the whole point.

Where image API costs go off the rails

API bills outrun your MVP timeline

You are still validating the product while Hyper-SD charges for every exploratory frame.

Agents retry harder than humans

Autonomous loops re-hit Hyper-SD on failures and partials, multiplying spend without multiplying learning.

Per-image math hides in plain sight

A few cents looks harmless until CI, previews, and marketing drafts all call Hyper-SD.

Not every screen needs a novel image

Most UI chrome is filler. Stock from a flat plan beats another Hyper-SD synthesis.

Scenario: CI & fixtures with Hyper-SD

A PR pipeline regenerates images through Hyper-SD for visual tests, email previews, or README builds. Network blips retry jobs; each retry can bill again. Snapshots never stabilize because the model is non-deterministic. Instead, download licensed fixtures once from Epochal, commit or cache them, and assert against fixed bytes. Keep Hyper-SD experiments in a manual or nightly job with hard budgets—not on every push. Your teammates get green checks; finance gets a flat image line instead of a surprise inference spike.

The fix: Epochal Stock at $50 USD/month (no per-image fee)

Epochal Stock Developer Image API is a single plan at $50 USD/month: full catalog access, 30 requests/minute per account, and unlimited original downloads with one concurrent transfer. There is no per-image fee and no free tier in v1. Use it wherever the picture does not need a unique Hyper-SD synthesis—prototypes, fixtures, placeholders—so generative spend stays reserved for finals. Authenticate server-side with a Bearer key only; never put keys in browser JavaScript.

  • Price: $50 USD/month — single plan
  • Per-image billing: none
  • Rate limit: 30 requests/minute per account
  • Downloads: unlimited originals, one concurrent transfer
  • Best for: tests, prototypes, and placeholders instead of another Hyper-SD generation
curl -sS "https://epochalstock.com/api/v1/images?tags=workspace,startup&limit=12" \
  -H "Authorization: Bearer $EPOCHAL_API_KEY"

Keys stay on your server. Never pass ?api_key= or ship secrets to the browser.

Get the Epochal developer API See pricing details

Stock examples for CI & fixtures

Pulled server-side from Epochal tags: server, technology, workspace. Previews are cached; API keys never hit the browser.

Energy Consultant With Thermal Imaging Camera in Neon-Lit Setting — stock example for CI & fixtures for Hyper-SD
Energy Consultant With Thermal Imaging Camera in Neon-Lit Setting
Child Using Laptop at Home With Packed Bags and Flowers — stock example for CI & fixtures for Hyper-SD
Child Using Laptop at Home With Packed Bags and Flowers
Sustainability Team at Workshop Repairing Electronics With Smiles — stock example for CI & fixtures for Hyper-SD
Sustainability Team at Workshop Repairing Electronics With Smiles
Sustainability Team Working Together in a Workshop — stock example for CI & fixtures for Hyper-SD
Sustainability Team Working Together in a Workshop
Grandmother Training With a Tablet in a Gym Setting — stock example for CI & fixtures for Hyper-SD
Grandmother Training With a Tablet in a Gym Setting
Freelancer Sorting Invoices and Receipts in a Home Office — stock example for CI & fixtures for Hyper-SD
Freelancer Sorting Invoices and Receipts in a Home Office

FAQ

Why is Hyper-SD a bad fit for CI?

Generative outputs are non-deterministic and often metered. CI needs stable fixtures; Hyper-SD is for intentional creative runs.

How many Epochal downloads can CI use?

Original downloads are unlimited serially with one concurrent transfer per account. Plan parallel jobs so they do not fight the single-transfer limit.

What is the request rate limit?

30 requests/minute per account across all keys. Batch metadata where possible; do not fan out one key per micro-job without backoff.

Can CI still smoke-test Hyper-SD?

Yes—gate it behind a manual workflow or quota, not the default PR path. Default fixtures should be stock so Hyper-SD spend stays intentional.

Hyper-SD version guides