Text writer

Learns to write like your text, one character at a time, from a .txt or JSON Lines file. A small real language model on the CPU: it writes short samples, it does not answer questions or extract information.

ExternalActiveValidatedHippius artifacttask:texttextlanguage-modelgenerationreal-trainingfedavgcpupythonsandbox

Trust

External

Placements

Permissions

Versions

[package identity]

Details

Identity and execution metadata for the latest version.

Package: @beam/trainer-text
Repository: -
Author: beam
Category: ml
API version: workflow-actions/v2
Latest tag: latest -> 1.0.0
Task mode: single-worker
Default placement: external-workers
Visibility: Public
Published: Nov 4, 2026, 7:15 PM
Updated: 11/4/2026

[workflow reference]

Use in a workflow

Drop this into a workflow definition to reference the action.

{
  "actionPackageName": "@beam/trainer-text",
  "actionVersionRange": "^1.0.0",
  "config": {},
  "inputBindings": {}
}

[developer tooling]

CLI

Publish and resolve packages from a local development environment.

beam-registry publish . --tag latest
curl "https://api.lab.b3m.dev/registry/v1/resolve/%40beam/trainer-text?range=latest"