Automation library · Chat assistants

Train and deploy ML models with Claude and Slack

Started by another system calling it, and works across Slack. It hands the judgement calls to Claude. 24 steps: large, and worth reading before you trust it with anything live.

LargeCalls a model: Claude

Download free
24 stepsLarge: read it before trusting it with anything live
0Branches: places the flow splits
0Loops or waits
1Service it connects to

The flow

Starts it 1Model 8Logic 8Service 7

The steps in the order they run, from what starts it.

  1. 1P1: Receive MLOps JobWebhookStarts it
  2. 2P1: Anthropic SonnetLm Chat AnthropicModel
  3. 3P3: Anthropic HaikuLm Chat AnthropicModel
  4. 4P4: Anthropic Sonnet JudgeLm Chat AnthropicModel
  5. 5P5: Anthropic Sonnet CardLm Chat AnthropicModel
  6. 6P1: Plan ML StrategyChain LlmModel
  7. 7P3: Reason About FeaturesChain LlmModel
  8. 8P4: LLM Judge Best ModelChain LlmModel
  9. 9P5: Generate Model CardChain LlmModel
  10. 10P1: Parse StrategyCodeLogic
  11. 11P3: Parse Feature PlanCodeLogic
  12. 12P4: Parse Judge VerdictCodeLogic
  13. 13P5: Assemble Deployment PayloadCodeLogic
  14. 14P1: Log StrategyHttp RequestService
  15. 15P2: Fetch CSVHttp RequestService
  16. 16P3: Engineer FeaturesCodeLogic
  17. 17P4: Log TrainingHttp RequestService
  18. 18P5: Send Slack ApprovalSlackService
  19. 19P5: Log Pipeline CompleteHttp RequestService
  20. 20P2: Clean DataCodeLogic
  21. 21P3: Log Feature EngHttp RequestService
  22. 22P4: Setup AlgorithmsCodeLogic
  23. 23P2: Log Data EngHttp RequestService
  24. 24P4: Train All ModelsCodeLogic

How it's built

Starts on
Another system calling it
Steps
24
Size
Large: read it before trusting it with anything live
Connects to
Slack
Model
Claude

Questions

What does it need to run?

An n8n account, plus your own Slack account, and a key for Claude. You connect your own accounts after importing it; none are included.

What starts it?

It starts on another system calling it.

Does it use AI?

Yes. It calls Claude. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Take your time. At 24 steps it is large: read it before trusting it with anything live.

How do I import it?

Copy the workflow, open a new workflow in n8n and paste. The steps appear on the canvas, ready for your own accounts.

Before you run it

Nothing here has been tested by us. It is somebody's working automation, read and described from its own steps. Treat the connections it wants as a list of accounts it will touch, and read the 24 steps before you point it at anything that matters.