- Full prompt management UI: list, detail, override, and version
management for AI prompts defined with `prompts.define()`
- Rich AI span inspectors for all AI SDK operations with token usage,
messages, and prompt context
- Real-time generation tracking with live polling and filtering
## Prompt management
Define prompts in your code with `prompts.define()`, then manage
versions and overrides from the dashboard without redeploying:
```typescript
import { task, prompts } from "@trigger.dev/sdk";
import { generateText } from "ai";
import { openai } from "@ai-sdk/openai";
import { z } from "zod";
const supportPrompt = prompts.define({
id: "customer-support",
model: "gpt-4o",
variables: z.object({
customerName: z.string(),
plan: z.string(),
issue: z.string(),
}),
content: `You are a support agent for Acme SaaS.
Customer: {{customerName}} ({{plan}} plan)
Issue: {{issue}}
Respond with empathy and precision.`,
});
export const supportTask = task({
id: "handle-support",
run: async (payload) => {
const resolved = await supportPrompt.resolve({
customerName: payload.name,
plan: payload.plan,
issue: payload.issue,
});
const result = await generateText({
model: openai(resolved.model ?? "gpt-4o"),
system: resolved.text,
prompt: payload.issue,
...resolved.toAISDKTelemetry(),
});
return { response: result.text };
},
});
```
The prompts list page shows each prompt with its current version, model,
override status, and a usage sparkline over the last 24 hours.
From the prompt detail page you can:
- **Create overrides** to change the prompt template or model without
redeploying. Overrides take priority over the deployed version when
`prompt.resolve()` is called.
- **Promote** any code-deployed version to be the current version
- **Browse generations** across all versions with infinite scroll and
live polling for new results
- **Filter** by version, model, operation type, and provider
- **View metrics** (total generations, avg tokens, avg cost, latency)
broken down by version
## AI span inspectors
Every AI SDK operation now gets a custom inspector in the run trace
view:
- **`ai.generateText` / `ai.streamText`** — Shows model, token usage,
cost, the full message thread (system prompt, user message, assistant
response), and linked prompt details
- **`ai.generateObject` / `ai.streamObject`** — Same as above plus the
JSON schema and structured output
- **`ai.toolCall`** — Shows tool name, call ID, and input arguments
- **`ai.embed`** — Shows model and the text being embedded
For generation spans linked to a prompt, a "Prompt" tab shows the prompt
metadata, the input variables passed to `resolve()`, and the template
content from the prompt version.
All AI span inspectors include a compact timestamp and duration header.
## Other improvements
- Resizable panel sizes now persist across page refreshes (patched
`@window-splitter/state` to fix snapshot restoration)
- Run page panels also persist their sizes
- Fixed `<div>` inside `<p>` DOM nesting warnings in span titles and
chat messages
- Added Operations and Providers filters to the AI metrics dashboard
## Screenshots
<img width="3680" height="2392" alt="CleanShot 2026-03-21 at 10 14
17@2x"
src="https://github.com/user-attachments/assets/f3e59989-a2fa-4990-a9d0-3cacda431868"
/>
<img width="3680" height="2392" alt="CleanShot 2026-03-21 at 10 15
37@2x"
src="https://github.com/user-attachments/assets/2f2d02df-2d2b-44fb-ac6f-9153f6a6c387"
/>
<img width="3680" height="2392" alt="CleanShot 2026-03-21 at 10 15
54@2x"
src="https://github.com/user-attachments/assets/baa161e0-ef91-4fa4-a55f-986b71cccdf0"
/>
* Sentry WIP
* Configure sentry for uploading and releasing during the publish webapp step
* Delete source maps after uploading
* Forward logger.error calls to sentry through Logger.onError
* Couple tweaks to the dockerfile
* upgrade @opentelemetry packages to the latest versions
* remove v2 only packages, will be moved to a dedicated repo
* remove more v2 code and run pnpm install
* use the npm yalt package in the webapp
* convert @trigger.dev/core to tshy
* Switch from jest to vitest in @trigger.dev/core
* Fixed core test
* move core-backend code into core subpath export
* convert @trigger.dev/sdk to tshy
* Removed hono
* move core-apps to core/v3/apps, remove core-apps, start converting cli-v3
* Fix up some of the commands
* cli now building and loadable
* using package-json-from-dist to get package version now in core and cli
* dev command WIP
* cleaned up some repetition and structure of the entry point stuff
* bringing back the background worker stuff
* Indexing of the v3 catalog
* getting closer to executing dev runs...
* centralize dev logging using event emitter
* Move indexing to it’s own entry point, simplify code
* dev runs working
* Get instrumentation to work with openai
* debugging achieved internally
* provide worker files as part of the worker creation on the server
* support for cjs and esm javascript
* Fixed timeout
* worker manifest now has the config path
* auto-upgrade config to non-deprecated alternatives
* Adding package preview release
* deployment WIP
* improve the syncEnvVars output and adapt resolveEnvVars
* WIP bun runtime
* WIP bun support
* seed tasks with the machine preset if listed in the config
* deploy run executions WIP, extracted TaskRunProcess into 1 place
* deployed tasks running and executing 🎉
* support for waits and better flushing & process cleanup
* Fixed the heartbeating
* Better warning messages
* Improve and unify the indexing between dev and deploy
* Support for external deps that need node-gyp to build
* build extensions can now install custom packages and run instructions in the image. Also prisma extension now works and also works with multiple schema files
* Add back in the main/types/module to sdk
* dev no longer is Ink/React, grace period for disconnections in dev
* Fix the changeset config
* More changeset fixes
* Remove config packages
* More changeset fixes
* Fixed typescript issues (needed to revert back to zod 3.22.3
* Fix pr_checks workflow
* Remove the prepare script
* Fixed tests and package versions
* Remove cli test script
* Remove packages from tailwind watch paths
* Add repo to public packages
* Just commit the generated files and do the building at dev time
* Try and get pkg.pr.new working
* Try again
* Fix emitDecoratorMetadata importing named export from typescript
* config file backwards compat with export const config
* Fixed issue where import errors weren’t coming through
* p-retry is a prod dep
* typescript needs to be a prod dependency for emitDecoratorMetadata
* Add better debug logging to help track down import-in-the-middle bug
* An external is only considered resolvable if it resolves to the same path as the collected external
* Fix runtime checks to allow >=18.20
* Move extensions to a new build package
* Fixed building packages in dockerfile
* Remove the e2e test from publish workflow for now
* Don’t treat pkg.pr.new versions has needing upgrading
* making sure config handleError works, and discovered path aliases don’t work in config files
* Strip empty string env vars so they accidentally override real values
* Couple of things
* Update version to use preview instead of beta
* Hopefully fix re-attempts with >30s delay
* Match socket emit messages to current latest in main
* Initial guide
* Go back to beta
* Go back to the preview, and update guide to use pr preview tags
* Go back to beta
---------
Co-authored-by: Matt Aitken <matt@mattaitken.com>
* v3: cancel subtasks when parent task runs are cancelled
* v3: recover from server rate limiting errors in a more reliable way
- Changing from sliding window to token bucket in the API rate limiter, to help smooth out traffic
- Adding spans to the API Client core & SDK functions
- Added waiting spans when retrying in the API Client
- Retrying in the API Client now respects the x-ratelimit-reset
- Retrying ApiError’s in tasks now respects the x-ratelimit-reset
- Added AbortTaskRunError that when thrown will stop retries
- Added idempotency keys SDK functions and automatically injecting the run ID when inside a task
- Added the ability to configure ApiRequestOptions (retries only for now) globally and on specific calls
- Implement the maxAttempts TaskRunOption (it wasn’t doing anything before)
* Adding some docs about the request options
* Fix type error
* Remove context propagation through graphile jobs
* Remove logger
* only select a subset of task run columns
* limit columns selected in batchTrigger as well
* added idempotency doc
* allow scoped idempotency keys, and fixed an issue with the unique index on BatchTaskRun and TaskRun
* Removed old cancel task run children code
* add checkpoint restore events
* fix retries.enabledInDev
* fix tsconfig paths
* fix provider build and dev
* update kubernetes provider and fix builds again
* upgrade prod base to node 20
* update infra publish workflow
* rethrow k8s errors after logging
* shorten index container names
* fix error type assertion
* rename type assertion
* remove resource limits for now
* add missing run id on create
* add push to deploy command for self-hosting
* checkpointing fixes
* update coordinator image
* ensure valid registry login
* delete checkpoint archive after successful push
* log options on error
* structured logs for socket connections
* fix structured log merge
* exit process after checkpointing
* update restore pull secret name
* append shortcode to restore names
* log handler payload
* disable post start lifecycle hook
* pass in coordinator host via volume
* replace dapi with taskinfo
* add missing restore label
* don't restart restored containers
* remove init container from create
* atomic post-completion checkpoints
* switch to run id for container names
* improve wait accuracy
* measure basic checkpoint perf
* always log disconnect reason
* use system clock to end wait spans
* checkpoint readiness and cancel signals
* restore from checkpoint events and fix statuses
* remove attempt id env var
* restore dependencies from events
* reconnect wip
* lifecycle hooks are back
* fix hooks and improve reconnect
* make docker send postStart hook
* only checkpoint for retry if large delay
* fix a few more resume issues
* lifecycle hook fixes
* skip connection handler when waiting for post start hook
---------
Co-authored-by: Eric Allam <eric@trigger.dev>
* Downgrade to remix-auth-email-link to remove yarn dependency
* Turn off the pg listen service for now
* Add snapshot admin route
* A couple logger fixes
* Add ability to disable compression
* Add ability to disable SSE
* Fix SSE memory leak + DB load issue
* Implement manually invokable jobs through the invokeTrigger
Also implemented a job run notification system, that will POST details of a run on completion. This combines with the task callbackUrl system to implement the invokeAndWait
* Document the invoke trigger
* batch invoke and wait
* background fetch timeouts
* Use @whatwg-node/fetch instead of the polyfilled fetch
* Fix some outdated dependencies in webapp
* Improved subtask error propogation messages
* Document the OpenAI changes and the batch invoke stuff
* Fix dequeuing jobs
* Don’t retry the OpenAI completion background task
* Added OpenAI changesets
* Use the new ResumeTaskService in ProcessCallbackTimeout as well
* WIP job run performance improvements
- Added a `perf` tool to better measure job run performance under heavy load
- Removed `runFinished` job (not really needed)
- startQueuedRuns now uses a jobKey with replace
- Fixed an issue with ZodWorker when using jobKey
* Publish improvement docker images
* fixed the improvement docker publishing
* Downgrade back to prisma 4.16.0 because 5.1.x broke docker builds
* Changes to how queued runs work
- Split the worker into two different workers, one dedicated to performRunExecution
- Schedule performRunExecution in a single place, with a queue and using a round robin manually controlled concurrency
- Remove startQueuedRuns
- All runs are queued before they are started
- Setting the worker maxPoolSize to the same as the worker concurrency
- Starting to be able to split the docker image
* Remove queue name from startRun graphile job
* Make the prisma connection pool stuff configurable through env vars
* Hardcode (for now) the max concurrent runs limit
* Rewrite performRunExecution to be more performant
PerformRunExecutionV2:
- Does not create and manage jobRunExecution records
- Does not reimplement retrying, uses graphile worker retrying instead
I’ve kept around PerformRunExecutionV1 so this works when deploying. Definitely needs LOTS of testing
* Fix issues with cached tasks
- Limit the size of the cached tasks sent when executing a run, using the knapsack problem dynamic programming approach
- Actually USE the cached tasks in IO by using the idempotencyKey instead of the task ID
- Remove output from all logs
- Added a stress test job catalog
* Forgot to commit the logger updates
* Never log connectionString
* Login to docker hub to get around rate limits
* Add additional logging to the graphile workers
* Fix the *_ENABLED env vars
* Allow adding and removing jobs to be done from the webapp
* Don’t set the job to failed if it’s being retried
* Deprecated queue options in the job and removed startPosition. Now using the job/env combo as the job queue name
* Dequeung jobs doesn’t check if the runner is initialized
* Fixed issues with retrying a run getting stuck on a cancelled task, and errors from parsing the results of dequeing a job
* Remove queued round robin thing that isn’t used anymore
* Added slack to job catalog
* Better forwards compat
* Added long delay
* Fixed lock file
* Changeset should ignore the example projects
* Removed note in Contributing instructions about not adding a changeset for internal
* Renamed @trigger.dev/internal to @trigger.dev/core. Set sdk and internal to be ES2020, so we don’t get errors about private identifiers
* Env vars in nextjs-example use square bracket syntax to avoid Turbo Repo errors
* Set the tsconfigs back for core and sdk
* @examples/nextjs compile error with undefined tasks
* Set the example projects to use ES2015 to avoid private modifier complaints
* package-tester example, which will use built packages
* package-tester package.json
* Created a readme for the package-tester
* Added all the packages to package-tester
* Create .env.local.example and readme instructions
* Added name to the package.json
* Upgraded @types/react and @types/react-dom everywhrre, so we can use server actions
* Upgraded @types/react and @types/react-dom everywhrre, so we can use server actions
* Reworked the react package build, so it generates separate files
* The SDK no longer bundles core
* package-tester setup with a server action and react hooks
* Added new SDK methods with logging
* Working tsup settings for client and server
* Explicit react hooks return types
* Added all the hooks for testing
* Added OpenAI step to the job to check types are still ok in integrations
* Get rid of rogue Changeset ignores
* Changeset: @trigger.dev/core is now a separate package
* Exited prerelease mode, added a changeset
* Changed @next to @latest
* Deleted seed.js, this shouldn’t be committed
* Ignore seed.js
* The webapp was importing @trigger.dev/core with a folder path rather package name…
* More webapp imports instead of @trigger.dev/core were a folder path
* Accidentally edited Stripe internal API url in the comment
* Added “sideEffects”: false so @trigger.dev/core is tree shaken by Remix
Eric Allam