Concept
Software 3.0 systems often consume and output structured data — not just text. This agent turns language into structure: JSON, tables, forms, protocol buffers.
Instead of writing rules for every form field, this agent lets users say what they want and generates the exact data structure required by downstream systems.
It bridges LLM reasoning and strict data interfaces.
Functional Logic
The process includes:
- Schema Inference — Understand or retrieve the expected structure
- Field Matching — Map natural language input to exact fields
- Value Formatting — Apply validation logic, type casting, normalization
- Completeness Checks — Identify missing or ambiguous fields
- Object Output — Return usable data formats (JSON, XML, CSV, SQL inserts)
This agent turns freeform into form-complete.
Software Enabled
- Form-Free Interfaces — Fill out apps and systems with text alone
- Smart Data Ingestion — Parse interviews or chats into structured databases
- Survey Interpreters — Analyze open-ended answers into analytic fields
- API Frontends — Let users describe what they want; generate the API payload
- Compliance Record Writers — Generate structured audit trails from action logs
This agent is the reason LLMs can talk to real software.
