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@bpmnkit/casen-worker-ai

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@bpmnkit/casen-worker-ai

AI task worker plugin for casen — classify, summarize, extract, and decide using Claude

npm license typescript ai-assisted experimental

Website · Documentation · GitHub · Changelog


Overview

casen-worker-ai is an official casen CLI plugin that brings AI-powered task processing into Camunda 8 workflows. It subscribes to four job types and uses the Anthropic Claude API to complete each job with structured output.

This is the right tool when you need AI logic in a process but don't want to build a full microservice — start the worker once and any process in your cluster can delegate AI tasks to it.

Why a worker instead of the HTTP connector?

The built-in Camunda HTTP connector can call any API but cannot:

  • Validate or parse the response and fail the job if the output is malformed
  • Route Anthropic rate-limit errors (429) to Camunda's retry budget with back-off
  • Throw a typed BPMN error that an error boundary event can catch

The worker handles all three via failJob and throwJobError, giving your process model clean error paths.

Installation

casen plugin install casen-worker-ai

Set your Anthropic API key before starting:

export ANTHROPIC_API_KEY=sk-ant-...
casen ai-worker

Configuration

Environment variable Default Description
ANTHROPIC_API_KEY required Your Anthropic API key
AI_MODEL claude-3-5-haiku-20241022 Model ID to use
AI_MAX_TOKENS 1024 Token budget per call
AI_TIMEOUT_MS 60000 HTTP timeout in ms

Operations

com.bpmnkit.ai.classify — Classify text

Classifies text into one of the provided categories.

Input variables:

Variable Type Required Description
input string Text to classify
categories string[] Allowed category names
context string Optional domain context

Output variables: category, confidence (0–1), rationale, aiModel, processedAt

BPMN error codes: AI_INVALID_CATEGORY, AI_PARSE_ERROR, AI_API_ERROR, AI_INVALID_INPUT

<bpmn:serviceTask id="ClassifyTicket" name="Classify ticket">
  <bpmn:extensionElements>
    <zeebe:taskDefinition type="com.bpmnkit.ai.classify" retries="3" />
    <zeebe:taskHeaders>
      <zeebe:header key="retryBackoff" value="PT30S" />
    </zeebe:taskHeaders>
    <zeebe:ioMapping>
      <zeebe:input source="=ticket.body" target="input" />
      <zeebe:input source='=["billing","technical","cancellation","general"]' target="categories" />
    </zeebe:ioMapping>
  </bpmn:extensionElements>
</bpmn:serviceTask>
com.bpmnkit.ai.summarize — Summarize text

Summarizes text to a target length and style.

Input variables:

Variable Type Required Description
input string Text to summarize
maxWords number Target word count (default: 100)
style "bullet" "paragraph"

Output variables: summary, wordCount, aiModel, processedAt

com.bpmnkit.ai.extract — Extract structured fields

Extracts named fields from unstructured text. Missing fields are reported but the job still completes — use a gateway on =missingFields to decide whether to auto-proceed or route to manual review.

Input variables:

Variable Type Required Description
input string Unstructured text
fields string[] Field names to extract
schema object Type hints per field, e.g. { amount: "number" }

Output variables: extracted (object), missingFields (array), aiModel, processedAt

com.bpmnkit.ai.decide — Make a boolean decision

Answers a yes/no question based on context and an optional policy statement. Use confidence at a gateway to route low-confidence decisions to human review.

Input variables:

Variable Type Required Description
question string The yes/no question
context string Relevant facts
policy string Natural language policy the model must apply

Output variables: decision (boolean), rationale, confidence (0–1), aiModel, processedAt

Example workflow: Credit decision

Start Event
  → summarize (summarize application notes, maxWords=150)
  → decide     (question="Approve loan?", policy="Score ≥ 680 and amount ≤ 50k")
  → Gateway: decision=true and confidence≥0.8 → Auto-approve
             decision=false and confidence≥0.8 → Auto-deny
             default                           → Human review

Error handling

Add boundary events to your service tasks to handle AI failures gracefully:

  • Error boundary catching AI_PARSE_ERROR → route to a manual input fallback task
  • Timer boundary (PT5M) → escalation path if the worker is not running
  • Set retries="3" and retryBackoff="PT30S" on the task definition — the worker signals Camunda to retry via failJob on rate limits and network timeouts

Package Description
@bpmnkit/core BPMN/DMN/Form parser, builder, layout engine
@bpmnkit/canvas Zero-dependency SVG BPMN viewer
@bpmnkit/editor Full-featured interactive BPMN editor
@bpmnkit/engine Lightweight BPMN process execution engine
@bpmnkit/feel FEEL expression language parser & evaluator
@bpmnkit/plugins 22 composable canvas plugins
@bpmnkit/api Camunda 8 REST API TypeScript client
@bpmnkit/ascii Render BPMN diagrams as Unicode ASCII art
@bpmnkit/docspack BPMN Kit docs as an offline docspack package for AI agents
@bpmnkit/ui Shared design tokens and UI components
@bpmnkit/profiles Shared auth, profile storage, and client factories for CLI & proxy
@bpmnkit/operate Monitoring & operations frontend for Camunda clusters
@bpmnkit/connector-gen Generate connector templates from OpenAPI specs
@bpmnkit/connectors Camunda 8 OOTB connector catalog and deterministic template application
@bpmnkit/cli Camunda 8 command-line interface (casen)
@bpmnkit/proxy Local AI bridge and Camunda API proxy server
@bpmnkit/patterns Domain process patterns for BPMNKit AIKit
@bpmnkit/reebe-wasm WebAssembly BPMN engine for browser simulation
@bpmnkit/worker-client Thin Zeebe REST client for standalone workers
@bpmnkit/cli-sdk Plugin authoring SDK for the casen CLI
@bpmnkit/create-casen-plugin Scaffold a new casen CLI plugin in seconds
@bpmnkit/casen-report HTML reports from Camunda 8 incident and SLA data
@bpmnkit/casen-worker-http Example HTTP worker plugin — completes jobs with live JSONPlaceholder API data

License

MIT BPMN Kit — made by u11g

BPMN Kit

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