generate_policy_draft · Tuning Engines

WHAT IT DOES

What generate_policy_draft does on Tuning Engines - LLM Fine-Tuning

AI agents use generate_policy_draft to create or update resources in Tuning Engines - LLM Fine-Tuning — usually the action step of a workflow, after the agent has gathered context. Every call changes real data in your Tuning Engines - LLM Fine-Tuning environment.

WHY IT NEEDS A POLICY

Why generate_policy_draft needs a policy

An AI agent can call generate_policy_draft faster than any human can review — one bad instruction and it creates or modifies resources in Tuning Engines - LLM Fine-Tuning by the hundred, each call as confident as the last.

Attacks that exploit this kind of access

Recommended rule Ready

Verdict

generate_policy_draft Rate-limited

generate_policy_draft stays usable, but capped — an agent stuck in a loop can't make hundreds of changes a minute. Everything else on the server is denied unless you say otherwise.

View as policy code

policy.json

{
  "version": "1",
  "default": "deny",
  "tools": {
    "generate_policy_draft": {
      "limits": [
        {
          "counter": "generate_policy_draft_rate",
          "window": "minute",
          "max": 30,
          "scope": "grant"
        }
      ]
    }
  }
}

LIMIT THIS TOOL →

Instant setup, no code required.

PolicyLayer is an MCP gateway: every tool call is checked against your rule before it reaches Tuning Engines - LLM Fine-Tuning, so you can run agents against it safely.

FAQ

Questions about generate_policy_draft

What does the generate_policy_draft tool do? +

Generate an AI-assisted AGT YAML draft. Drafts are disabled/shadow and must be reviewed/tested/saved explicitly. Do not include secrets. It is categorised as a Write tool in the Tuning Engines - LLM Fine-Tuning MCP Server, which means it can create or modify data. Consider rate limits to prevent runaway writes.

How do I enforce a policy on generate_policy_draft? +

Register the Tuning Engines - LLM Fine-Tuning MCP server in PolicyLayer and add a rule for generate_policy_draft: allow, deny, rate-limit, or require approval. Point your MCP client at the PolicyLayer proxy URL and the rule is enforced on every call, before it reaches Tuning Engines - LLM Fine-Tuning. Nothing to install.

What risk level is generate_policy_draft? +

generate_policy_draft is a Write tool with medium risk. Write tools should be rate-limited to prevent accidental bulk modifications.

Can I rate-limit generate_policy_draft? +

Yes. Add a rate_limit block to the generate_policy_draft rule in your PolicyLayer policy. For example, setting max: 10 and window: 60 limits the tool to 10 calls per minute. Rate limits are tracked per agent session and reset automatically.

How do I block generate_policy_draft completely? +

Set action: deny in the PolicyLayer policy for generate_policy_draft. The AI agent will receive a policy violation error and cannot call the tool. You can also include a reason field to explain why the tool is blocked.

What MCP server provides generate_policy_draft? +

generate_policy_draft is provided by the Tuning Engines - LLM Fine-Tuning MCP server (tuningengines-cli). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.