tool-synthesis

What problem does it solve?

This pattern helps teams decide when to codify a repeating LLM task into a deterministic artifact, reducing latency and cost by stepping out of the loop when a reliable tool is available.

Core Features & Use Cases

• Decision framework: evaluates Deterministic, Repeated, Stable, Verifiable, and Bounded criteria to guide tool generation.
• Tool generation and validation: generates deterministic tools or hybrid paths and validates them against known examples with a test suite.
• Lifecycle and monitoring: tracks deployment health, usage split between deterministic path and LLM fallback, and triggers regeneration or retirement as needed.

Quick Start

Provide a fully synthesized deterministic tool for a repeated LLM task by analyzing examples, generating and validating the tool, and deploying a hybrid workflow.