solo-sgr

# /sgr Design and implement Schema-Guided Reasoning (SGR) pipelines. Translate domain expert mental checklists into structured reasoning schemas for LLMs. **Source:** [Rinat Abdullin — Schema-Guided Reasoning](https://abdullin.com/schema-guided-reasoning/) ## Core Principle SGR = guide LLM reasoning through predefined steps via constrained decoding. Instead of free-form text → enforce a schema that defines what steps, in which order, where to focus attention. ``` Domain expert mental checklist → Pydantic/Zod schema → Constrained decoding → Deterministic dispatch ``` ## When to Use - Designing agent tool dispatch (NextStep pattern) - Building structured analysis pipelines (compliance, code review, evaluation) - Replacing prompt chains with single structured call - Any place where LLM output must be parseable and actionable ## Steps 1. **Parse task** from `$ARGUMENTS`: - If "audit": scan project for existing Pydantic/Zod schemas, evaluate against SGR patterns - If task description: design SGR pipeline from scratch - If empty: ask "What domain/task should the SGR pipeline handle?" 2. **Identify the reasoning cascade** — interview the domain: - What decisions does a human expert make? In what order? - What information does each step need from previous steps? - Where does the expert need to "look before deciding"? - What are the possible actions at the end? This is the critical step. SGR quality = how well you translate the expert's mental checkl...