CI & fixtures · SSD-1B

CI and Fixtures: Keep SSD-1B Out of the Pipeline

CI should be deterministic. Live SSD-1B calls in tests and Storybook make snapshots flaky and bills noisy—especially for fast mobile and app chrome drafts where visual regression is the whole point.

Where image API costs go off the rails

Latency budgets become money budgets

Slow SSD-1B retries encourage parallel calls—and parallel charges.

Quality tiers tempt overspend

Defaulting to the highest SSD-1B tier for every draft wastes premium capacity.

No cache means no ceiling

Without a stock layer, every page view path can re-trigger SSD-1B.

Investors notice messy COGS

Unpredictable SSD-1B lines make early unit economics look worse than they need to.

Scenario: CI & fixtures with SSD-1B

A PR pipeline regenerates images through SSD-1B 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 SSD-1B 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 SSD-1B 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 SSD-1B 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, laptop. Previews are cached; API keys never hit the browser.

Student Tracking Expenses in a Coffee Shop Setting — stock example for CI & fixtures for SSD-1B
Student Tracking Expenses in a Coffee Shop Setting
Freelancer at Hot Desking Station in Cozy Cafe — stock example for CI & fixtures for SSD-1B
Freelancer at Hot Desking Station in Cozy Cafe
Sikh Consultant With Turban Working on Laptop in Modern Office — stock example for CI & fixtures for SSD-1B
Sikh Consultant With Turban Working on Laptop in Modern Office
Employee Working With Robotic Arm in Modern Workshop — stock example for CI & fixtures for SSD-1B
Employee Working With Robotic Arm in Modern Workshop
Citizen Using E-Government Portal at Home in a Modern Setting — stock example for CI & fixtures for SSD-1B
Citizen Using E-Government Portal at Home in a Modern Setting
Laughing Student Using Laptop in Cafe With Bright Colors — stock example for CI & fixtures for SSD-1B
Laughing Student Using Laptop in Cafe With Bright Colors

FAQ

Why is SSD-1B a bad fit for CI?

Generative outputs are non-deterministic and often metered. CI needs stable fixtures; SSD-1B 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 SSD-1B?

Yes—gate it behind a manual workflow or quota, not the default PR path. Default fixtures should be stock so SSD-1B spend stays intentional.

SSD-1B version guides