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Export Dpo Pairs

export_dpo_pairs
Destructive

Export DPO preference pairs from the local memory log to analyze agent decisions and improve safety gates.

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 suggests a safe read operation ('export'), but annotations set destructiveHint: true, indicating potential modification or deletion. This contradiction severely undermines transparency, and no additional behavioral traits are disclosed.

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

Conciseness3/5

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

The description is extremely concise (8 words), but this brevity comes at the expense of necessary details. While front-loaded, it omits crucial context, making it under-specified rather than efficiently concise.

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 presence of a single parameter and no output schema, the description fails to explain return values, side effects, or post-export behavior. The contradictory annotations add confusion rather than completeness.

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 parameter 'memoryLogPath' has zero schema coverage and no description in the tool description. The agent receives no information about its format, expected values, or constraints, leaving the tool nearly unusable.

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

Purpose4/5

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

The description clearly states the verb 'Export', the resource 'DPO preference pairs', and the source 'local memory log', making the purpose unambiguous. However, it does not differentiate from similar sibling tools like export_hf_dataset or export_databricks_bundle.

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 is provided on when to use this tool versus alternatives, nor are any prerequisites or context requirements mentioned. The description is a single sentence that offers no usage direction.

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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