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export_dpo_pairs

Destructive

Export DPO preference pairs from memory logs to train AI agents with approved actions using thumbs-up/down feedback.

Instructions

Export DPO preference pairs from local memory log

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
memoryLogPathNo
Behavior1/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The description does not disclose any behavioral traits beyond the annotations. However, it contradicts the annotations: description says 'Export' (read operation) while annotations set destructiveHint: true. This contradiction is a serious issue.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single sentence with no wasted words. It is concise, but could benefit from more structure or details.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the simplicity of the tool (one parameter), the description is incomplete. It does not explain what DPO preference pairs are, what the memoryLogPath expects, or the implications of the destructive hint. No output schema is provided.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The single parameter memoryLogPath has no description in the schema (0% coverage). The description does not add any meaning to the parameter, leaving the agent to guess its format or purpose.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the verb 'Export' and resource 'DPO preference pairs from local memory log'. It distinguishes from sibling export tools like export_databricks_bundle and export_hf_dataset.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No guidance on when to use this tool versus alternatives. No prerequisites, context, or exclusions provided. The usage is only implied by the name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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