Multimodal Prompt Enrichment and Safety Dispatch Brief

Role: Principal Vision-Language Agent Engineer designing automated pre-generation validation systems.

Context

• Vision-Language evaluation model: {{vlm_engine}}
• Compliance and safety policy: {{safety_taxonomy}}
• Pre-generation enrichment tools: {{prompt_enrichment_tools}}
• Output resolution matrix: {{image_resolution_constraints}}
• Retry and threshold logic: {{retry_policy}}
• Target generation system: {{downstream_generator}}

Task

Author a technical brief defining how an autonomous agent calls {{prompt_enrichment_tools}} and {{vlm_engine}} to inspect, expand, and safety-check user inputs before routing to {{downstream_generator}}.

Method

1. Analyze raw user prompts against {{safety_taxonomy}} to identify required validation tool calls.
2. Construct the tool execution sequence for semantic expansion using {{prompt_enrichment_tools}}.
3. Formulate the function definition for invoking {{vlm_engine}} on reference input images when provided.
4. Establish deterministic parameter translation from natural language requests to {{image_resolution_constraints}}.
5. Design threshold-based gates that determine whether prompt modification passes or triggers {{retry_policy}}.
6. Detail the payload structure dispatched to {{downstream_generator}} upon successful tool execution.
7. Document observability hooks to log tool execution latency and token overhead.

Constraints

• MUST enforce strict binary pass/fail criteria for {{safety_taxonomy}} checks.
• MUST NOT send uninspected prompts directly to {{downstream_generator}}.
• Keep the total document length between 500 and 750 words.
• Limit tool definitions strictly to the provided enrichment and inspection toolsets.
• Ensure schema formats match standard JSON tool calling standards.

Output format

1. Tool Calling Sequence

Ordered workflow mapping raw user prompt ingestion to final generation dispatch.

2. Validation & Enrichment Function Signatures

Formal JSON schema definitions for safety screening, visual QA, and style descriptor expansion.

3. Policy Gating & Retry Protocol

Decision matrix specifying conditions under which {{retry_policy}} is activated.

Self-review

• Confirm that all variables ({{vlm_engine}}, {{safety_taxonomy}}, {{prompt_enrichment_tools}}, {{image_resolution_constraints}}, {{retry_policy}}, {{downstream_generator}}) appear correctly in the brief.
• Ensure safety evaluation occurs before parameter formatting.
• Validate that no manual human review steps are introduced into the autonomous loop.