Authenticate, validate, rate limit, reserve credits, select providers, execute workloads, fail over, persist artifacts, and deliver results through one control plane.
Generative media is moving from demos into product surfaces: image editors, design tools, marketing workflows, video pipelines, creator apps, agentic media systems, and internal production studios.
The hard part is no longer calling one model. The hard part is operating generation across providers, regions, schemas, prices, failures, webhooks, storage, credits, and user expectations.
BabySea turns that execution layer into infrastructure. Developers send one typed request and get a consistent lifecycle from request to result, while BabySea handles the provider-facing complexity behind the runtime boundary.
flowchart LR
product["Product surfaces<br/>apps, agents, studios"] --> sdk["BabySea SDK<br/>typed generation API"]
sdk --> control["BabySea runtime<br/>execution control plane"]
control --> normalize["Normalize<br/>request contracts"]
control --> route["Route<br/>providers and regions"]
control --> lifecycle["Observe<br/>state, errors, webhooks"]
control --> cost["Account<br/>credits and settlement"]
normalize --> providers["Inference providers<br/>image and video models"]
route --> providers
providers --> delivery["Result delivery<br/>files, events, status"]
lifecycle --> delivery
cost --> delivery
delivery --> product
classDef edge fill:#EEF2FF,stroke:#7C3AED,color:#1E1B4B;
classDef core fill:#ECFDF5,stroke:#0D9488,color:#064E3B;
classDef runtime fill:#FEF3C7,stroke:#D97706,color:#78350F;
classDef output fill:#FCE7F3,stroke:#DB2777,color:#831843;
class product,sdk edge;
class control,normalize,route,lifecycle,cost runtime;
class providers core;
class delivery output;
| Layer | What it standardizes | Why it matters |
|---|---|---|
| API | Generation create, retrieve, cancel, delete, and observe flows | Product teams build against one contract instead of provider-specific APIs. |
| Runtime | Provider routing, failover, lifecycle state, errors, and delivery behavior | Workloads stay predictable even when providers differ. |
| SDK | Typed JavaScript and TypeScript integration through babysea |
Teams ship faster with a clean application boundary. |
| Webhooks | Signed generation lifecycle events | Downstream systems can react reliably to async media jobs. |
| Operations | Regional endpoints, status visibility, trust posture, and documented failure modes | Generative media becomes something teams can run, not just call. |
BabySea OSS is where we publish reusable parts of the execution control plane: the SDK surface, infrastructure primitives, and deployable starters.
flowchart TB
oss["BabySea OSS"] --> sdk["SDK<br/>typed application boundary"]
oss --> primitives["Primitives<br/>production infrastructure concerns"]
oss --> starters["Starters<br/>deployable product surfaces"]
sdk --> babysea["babysea<br/>TypeScript SDK"]
primitives --> adaptive["Adaptive Island<br/>provider selection"]
primitives --> ledger["Ledger Fortress<br/>credit settlement"]
primitives --> rosetta["Rosetta Bridge<br/>request normalization"]
starters --> media["Generative Media Starter<br/>credit-based media app"]
starters --> sherin["Sherin<br/>private self-hosted workspace"]
starters --> babychain["BabyChain<br/>model chain API engine"]
classDef root fill:#111827,stroke:#111827,color:#FFFFFF;
classDef sdkClass fill:#F3E8FF,stroke:#7C3AED,color:#3B0764;
classDef primitiveClass fill:#FFF7ED,stroke:#EA580C,color:#7C2D12;
classDef starterClass fill:#DBEAFE,stroke:#2563EB,color:#1E3A8A;
class oss root;
class sdk,babysea sdkClass;
class primitives,adaptive,ledger,rosetta primitiveClass;
class starters,media,sherin,babychain starterClass;
BabySea open source projects are organized into three categories:
| Category | Description |
|---|---|
| SDK | Typed developer entry points for creating, tracking, and managing BabySea workloads from application code. |
| Primitive | Reusable infrastructure boundaries extracted from BabySea's execution control plane. Each primitive focuses on one system concern. |
| Starter | Deployable reference applications that combine product UI, auth, storage, and BabySea execution patterns. Some starters may also include billing. |
BabySea OSS projects are published into three status levels:
| Status | Description |
|---|---|
| Working | Fully implemented and deployable. All documented capabilities function as described. Suitable for personal and small-team use. No breaking-change guarantees between versions. |
| Production | Working plus a hardened public runtime contract. Validated against a stated infrastructure stack with deterministic behavior, explicit failure modes, and a documented upgrade path. |
| Alpha | Early-stage implementation. Core structure exists but some capabilities may be incomplete, undocumented, or subject to breaking changes. Not recommended for production deployments. |
| Project | Taxonomy | Status | Boundary |
|---|---|---|---|
| BabySea SDK | SDK | Production | Execution control plane SDK for generative media. |
| Semantic Lady | SDK | Production | Schema unification SDK for generative media model APIs. |
| Adaptive Island | Primitive | Production | Cache-first provider selection engine for multi-provider inference workloads. |
| Ledger Fortress | Primitive | Production | Atomic credit settlement engine for async inference workloads. |
| Rosetta Bridge | Primitive | Production | Request normalization engine for multi-provider inference workloads. |
| BabyChain | Starter | Production | Canvas studio and durable chain API for image and video model workflows with one final callback. |
| Generative Media Starter | Starter | Working | Credit-based generative media app with auth, prepaid credits, and private storage. |
| Sherin | Starter | Production | Private workspace for generative media with own key, domain, and storage. |
Install the TypeScript SDK:
npm install babyseaKeep write-capable API keys server-side.
Create a generation:
import { BabySea } from 'babysea';
const client = new BabySea({
apiKey: process.env.BABYSEA_API_KEY!,
region: 'us',
});
const generation = await client.generate('bfl/flux-schnell', {
generation_prompt: 'A cinematic studio product shot of a ceramic espresso cup',
generation_provider_order: 'fastest',
});
console.log(generation.data.generation_id);Wait for the result:
const completed = await client.waitForGeneration(
generation.data.generation_id,
{ timeout: 120_000, interval: 2_000 },
);
console.log(completed.data.generation_status);
console.log(completed.data.generation_output_file);Full guide: docs.babysea.ai/quickstart
| Need | BabySea posture |
|---|---|
| Ship generation features quickly | Typed SDK, playground, generated cURL, and reference starters. |
| Avoid provider lock-in | Public request contracts and provider-aware execution boundaries. |
| Run async media safely | Lifecycle states, signed webhooks, structured errors, and cancellation support. |
| Control cost and reliability | Provider ordering, routing intelligence, failover patterns, and credit-aware primitives. |
| Operate globally | Regional APIs for US, EU, and APAC workloads. |
| Region | Playground | API |
|---|---|---|
| US | https://us.babysea.ai/playground | https://api.us.babysea.ai/v1 |
| EU | https://eu.babysea.ai/playground | https://api.eu.babysea.ai/v1 |
| APAC | https://jp.babysea.ai/playground | https://api.jp.babysea.ai/v1 |
Choose the region closest to your users, compliance needs, or provider availability.
BabySea is designed for production generative media workloads. Public operational surfaces include regional endpoints, API key authentication, structured errors, signed webhooks, rate limits, status visibility, and a trust center.
| Surface | Link |
|---|---|
| Trust Center | trust.babysea.ai |
| Status | status.babysea.ai |
| Documentation | docs.babysea.ai |
| Playground | us.babysea.ai/playground |
| npm | babysea |
