encode-batch

What problem does it solve?

This Skill removes the bottleneck of manually mapping and writing many semantic observations into brand context by delegating mechanical encoding work away from the main workflow.

Core Features & Use Cases

• Observation Mapping: Converts classified observations into schema-aligned field paths for brand, product, profile, learning, and strategy context updates.
• Batch Mutation Execution: Runs multiple write-to-context operations with confidence stamping, skip rules, summaries, and post-write validation.
• Use Case: A producer skill processing dozens of extracted customer insights can use this Skill to encode them in the background while returning a structured mutation summary.

Quick Start

Ask the AI to use encode-batch to map a batch of prepared observations into the appropriate brand context fields and return the encoding summary.