Building a model picker from the models endpoint
Hardcoded model ids go stale. Build the picker from the live catalog endpoints so new and retired models appear without a deploy.
7 min read
CLI, MCP, or API: picking a Versely surface
Three developer doors into the same catalog, decided by one question: who initiates the request and who is waiting for the result. With a decision table.
9 min read
Moderation runs on every write request
Text fields on write requests are moderated before generation starts. A valid JSON payload can still 400; here is how to surface that.
7 min read
Conversation endpoints: list, clear, and share
Conversations are addressable objects with list, get, clear, and share endpoints. Audit agent history in code, or build your own review view over it.
8 min read
MCP, API or web UI: picking a generation surface
One catalog, three ways in. Compared on iteration speed, batch scale, review flow and who can operate each, with a recommendation per role.
8 min read
One request, many models: API fan-out
Pass several model names in one generate call, get a request id per model, and run a bake-off without writing your own dispatch loop.
7 min read
Picking the chat model behind the agent
The chat model plans; the generate model renders. Change chat_model to pick the brain, and pin generate models separately when the clip has to match.
7 min read
Poll-first integrations when there are no webhooks
Versely does not POST results to your server. Build around submit-then-poll on a request ID, and stop waiting for a webhook that is never going to arrive.
8 min read
Provider check before you dispatch a batch
Run provider-check for every model in a batch before the first POST, so an unroutable name fails the preflight instead of item 87.
8 min read
Pulling social analytics into your own dashboard
Sync Versely social analytics on a schedule: overview, per-post snapshots, and history, so reporting lives in your dashboard instead of theirs.
8 min read
Quick generate: skipping the conversation loop
POST /quick-generate runs one image or video generate without chat memory. Use it for scripted one-shots; keep /chat for anything that has to remember a brief.
7 min read
Reading rate limit headers and backing off
Backoff guessed from a clock wastes the window you still have. Read X-RateLimit-Remaining, X-RateLimit-Reset and retryAfter, then sleep until that reset.
9 min read
The request ID lifecycle and its terminal states
A generation is a request ID plus three states. Know when to stop polling, what a completed payload contains, and what it will never include.
9 min read
Safe retries without idempotency keys
There is no Idempotency-Key header. Mint your own batch ID, persist the request ID as soon as you have it, and make timeouts safe without charging twice.
8 min read
Same seed, different image on the API
Seeds do not survive precision, hardware or library changes. Pin dtype, batch size, sampler and library version with the seed if a render must be reproducible.
8 min read
Streaming agent replies instead of blocking
Use /chat/stream when the user should see tokens and tool cards live. Use blocking /chat when a script only needs the final JSON.
7 min read
Submitting and polling LTX batch jobs
LTX batch work has its own submit, inspect, cancel, and queue-depth endpoints. Submit a job, track it to completion, and read the queue first.
8 min read
The editor render payload: one JSON, one video
The editor-render endpoint takes one timeline document covering clips, transitions, text, audio, and captions, and returns a single video.
7 min read
The features endpoints as standalone utilities
Frame extraction, merging, audio attach, isolation, and captioning run on their own. Treat them as pipeline steps, not as buttons inside the editor.
9 min read
The job table your integration needs to keep
Poll-only delivery means a dropped connection is a lost job unless you persist request ids, statuses, and retries. Here is the minimal schema.
9 min read
The separate limiters behind agent and social calls
Agent chat, generation and social posting sit on separate counters. Size each stage against its own limiter so a publishing 429 cannot stall generation.
9 min read
Transient or permanent: classifying failures
A failed generation is terminal for that ID. Use the transient flag to decide if a new job is worth the credits, and stop retrying work that cannot succeed.
8 min read
Your first Versely generation from the terminal
Install the CLI, mint a key, dispatch an image and a video job over HTTP, poll status, and pull the finished file down without opening the web app.
9 min read
What happens when you connect Versely MCP
Clicking Connect runs OAuth 2.1 with dynamic client registration. Here is what the consent screen grants and where the resulting token is scoped.
8 min read
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