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## Summary
3 improvements, 1 bug fix.
## Improvements
- The per-turn merge now overlays the wire copy's tool-part state
advancement onto the agent's existing chain — `state` + the matching
resolution field (`output` / `errorText` / `approval`) come from the
wire, everything else (text, reasoning, tool `input`, provider metadata)
stays whatever the snapshot or `hydrateMessages` returned. Previously a
full-message replace overwrote those fields with whatever the client
shipped, so a slimmed wire copy landed a tool call with no `arguments`
on the next LLM call. Covers `output-available` / `output-error` (HITL
`addToolOutput`) and `approval-responded` / `output-denied` (approval
flow).
- `TriggerChatTransport.sendMessages` and `AgentChat.sendRaw` now slim
assistant messages that carry advanced tool parts. The wire payload is
just `{ id, role, parts: [<state + resolution field>] }` for
`submit-message` continuations; everything else passes through.
Reasoning blobs and full tool inputs no longer ride the wire on every
`addToolOutput` / `addToolApproveResponse`, so continuation payloads
stay well under the `.in/append` cap on long agent loops.
- Add `TriggerClient` for running multiple SDK clients side-by-side,
each with its own auth, preview branch, and baseURL. Useful when a
single process needs to trigger tasks or read runs across multiple
projects, environments, or preview branches without mutating shared
global state.
([#3683](https://github.com/triggerdotdev/trigger.dev/pull/3683))
## Bug fixes
- Fix `chat.agent` HITL continuations on reasoning-heavy turns. Two
changes that work together:
([#3719](https://github.com/triggerdotdev/trigger.dev/pull/3719))
<details>
<summary>Raw changeset output</summary>
⚠️⚠️⚠️⚠️⚠️⚠️
`main` is currently in **pre mode** so this branch has prereleases
rather than normal releases. If you want to exit prereleases, run
`changeset pre exit` on `main`.
⚠️⚠️⚠️⚠️⚠️⚠️
# Releases
## @trigger.dev/build@4.5.0-rc.2
### Patch Changes
- Updated dependencies:
- `@trigger.dev/core@4.5.0-rc.2`
## trigger.dev@4.5.0-rc.2
### Patch Changes
- Updated dependencies:
- `@trigger.dev/build@4.5.0-rc.2`
- `@trigger.dev/core@4.5.0-rc.2`
- `@trigger.dev/schema-to-json@4.5.0-rc.2`
## @trigger.dev/plugins@4.5.0-rc.2
### Patch Changes
- Updated dependencies:
- `@trigger.dev/core@4.5.0-rc.2`
## @trigger.dev/python@4.5.0-rc.2
### Patch Changes
- Updated dependencies:
- `@trigger.dev/sdk@4.5.0-rc.2`
- `@trigger.dev/build@4.5.0-rc.2`
- `@trigger.dev/core@4.5.0-rc.2`
## @trigger.dev/react-hooks@4.5.0-rc.2
### Patch Changes
- Updated dependencies:
- `@trigger.dev/core@4.5.0-rc.2`
## @trigger.dev/redis-worker@4.5.0-rc.2
### Patch Changes
- Updated dependencies:
- `@trigger.dev/core@4.5.0-rc.2`
## @trigger.dev/rsc@4.5.0-rc.2
### Patch Changes
- Updated dependencies:
- `@trigger.dev/core@4.5.0-rc.2`
## @trigger.dev/schema-to-json@4.5.0-rc.2
### Patch Changes
- Updated dependencies:
- `@trigger.dev/core@4.5.0-rc.2`
## @trigger.dev/sdk@4.5.0-rc.2
### Patch Changes
- Fix `chat.agent` HITL continuations on reasoning-heavy turns. Two
changes that work together:
([#3719](https://github.com/triggerdotdev/trigger.dev/pull/3719))
- The per-turn merge now overlays the wire copy's tool-part state
advancement onto the agent's existing chain — `state` + the matching
resolution field (`output` / `errorText` / `approval`) come from the
wire, everything else (text, reasoning, tool `input`, provider metadata)
stays whatever the snapshot or `hydrateMessages` returned. Previously a
full-message replace overwrote those fields with whatever the client
shipped, so a slimmed wire copy landed a tool call with no `arguments`
on the next LLM call. Covers `output-available` / `output-error` (HITL
`addToolOutput`) and `approval-responded` / `output-denied` (approval
flow).
- `TriggerChatTransport.sendMessages` and `AgentChat.sendRaw` now slim
assistant messages that carry advanced tool parts. The wire payload is
just `{ id, role, parts: [<state + resolution field>] }` for
`submit-message` continuations; everything else passes through.
Reasoning blobs and full tool inputs no longer ride the wire on every
`addToolOutput` / `addToolApproveResponse`, so continuation payloads
stay well under the `.in/append` cap on long agent loops.
Note: `onValidateMessages` receives the slim wire on HITL turns. If you
call `validateUIMessages` from `ai` against the full `messages` array it
will reject the slim assistant; filter to user messages (or skip on HITL
turns) — see the updated docstring on `onValidateMessages` for the
recommended pattern.
For `hydrateMessages` hooks that persist the chain, this release also
adds a small helper to the `@trigger.dev/sdk/ai` surface:
```ts
import { chat, upsertIncomingMessage } from "@trigger.dev/sdk/ai";
chat.agent({
hydrateMessages: async ({ chatId, trigger, incomingMessages }) => {
const record = await db.chat.findUnique({ where: { id: chatId } });
const stored = record?.messages ?? [];
if (upsertIncomingMessage(stored, { trigger, incomingMessages })) {
await db.chat.update({ where: { id: chatId }, data: { messages: stored }
});
}
return stored;
},
});
```
It pushes fresh user messages by id, no-ops on HITL continuations (the
incoming shares an id with the existing assistant — the runtime overlays
the new tool-state advance), and skips on non-`submit-message` triggers.
Returns `true` if it mutated `stored` so the caller knows whether to
persist.
Net effect: `chat.addToolOutput(...)` /
`chat.addToolApproveResponse(...)` on multi-step reasoning agents
(OpenAI Responses with `store: false`, Anthropic extended thinking,
etc.) no longer blows the cap and no longer corrupts the LLM input.
- Add `TriggerClient` for running multiple SDK clients side-by-side,
each with its own auth, preview branch, and baseURL. Useful when a
single process needs to trigger tasks or read runs across multiple
projects, environments, or preview branches without mutating shared
global state.
([#3683](https://github.com/triggerdotdev/trigger.dev/pull/3683))
```ts
import { TriggerClient } from "@trigger.dev/sdk";
const prod = new TriggerClient({ accessToken:
process.env.TRIGGER_PROD_KEY });
const preview = new TriggerClient({
accessToken: process.env.TRIGGER_PREVIEW_KEY,
previewBranch: "signup-flow",
});
await prod.tasks.trigger("send-email", payload);
await preview.runs.list({ status: ["COMPLETED"] });
```
- Updated dependencies:
- `@trigger.dev/core@4.5.0-rc.2`
## @trigger.dev/core@4.5.0-rc.2
</details>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Python Extension for Trigger.dev
The Python extension enhances Trigger.dev's build process by enabling limited support for executing Python scripts within your tasks.
Overview
This extension introduces the pythonExtension build extension, which offers several key capabilities:
- Install Python Dependencies (Except in Dev): Automatically installs Python and specified dependencies using
pip. - Requirements File Support: You can specify dependencies in a
requirements.txtfile. - Inline Requirements: Define dependencies directly within your
trigger.config.tsfile using therequirementsoption. - Virtual Environment: Creates a virtual environment (
/opt/venv) inside containers to isolate Python dependencies. - Helper Functions: Provides a variety of functions for executing Python code:
run: Executes Python commands with proper environment setup.runInline: Executes inline Python code directly from Node.runScript: Executes standalone.pyscript files.
- Custom Python Path: In development, you can configure
devPythonBinaryPathto point to a custom Python installation.
Usage
- Add the extension to your
trigger.config.tsfile:
import { defineConfig } from "@trigger.dev/sdk/v3";
import { pythonExtension } from "@trigger.dev/python/extension";
export default defineConfig({
project: "<project ref>",
build: {
extensions: [
pythonExtension({
requirementsFile: "./requirements.txt", // Optional: Path to your requirements file
devPythonBinaryPath: ".venv/bin/python", // Optional: Custom Python binary path
scripts: ["src/python/**/*.py"], // Glob pattern for Python scripts
}),
],
},
});
- (Optional) Create a
requirements.txtfile in your project root with the necessary Python dependencies.
pandas==1.3.3
numpy==1.21.2
import { defineConfig } from "@trigger.dev/sdk/v3";
import { pythonExtension } from "@trigger.dev/python/extension";
export default defineConfig({
project: "<project ref>",
build: {
extensions: [
pythonExtension({
requirementsFile: "./requirements.txt",
}),
],
},
});
- Execute Python scripts within your tasks using one of the provided functions:
Running a Python Script
import { task } from "@trigger.dev/sdk/v3";
import { python } from "@trigger.dev/python";
export const myScript = task({
id: "my-python-script",
run: async () => {
const result = await python.runScript("my_script.py", ["hello", "world"]);
return result.stdout;
},
});
export const myStreamingScript = task({
id: "my-streaming-python-script",
run: async () => {
// You can also stream the output of the script
const result = python.stream.runScript("my_script.py", ["hello", "world"]);
// result is an async iterable/readable stream
for await (const chunk of streamingResult) {
logger.debug("convert-url-to-markdown", {
url: payload.url,
chunk,
});
}
},
});
Running Inline Python Code
import { task } from "@trigger.dev/sdk/v3";
import { python } from "@trigger.dev/python";
export const myTask = task({
id: "to_datetime-task",
run: async () => {
const result = await python.runInline(`
import pandas as pd
pd.to_datetime("${+new Date() / 1000}")
`);
return result.stdout;
},
});
Running Lower-Level Commands
import { task } from "@trigger.dev/sdk/v3";
import { python } from "@trigger.dev/python";
export const pythonVersionTask = task({
id: "python-version-task",
run: async () => {
const result = await python.run(["--version"]);
return result.stdout; // Expected output: Python 3.12.8
},
});
Limitations
- This is a partial implementation and does not provide full Python support as an execution runtime for tasks.
- Manual intervention may be required for installing and configuring binary dependencies in development environments.
Additional Information
For more detailed documentation, visit the official docs at Trigger.dev Documentation.