smithers

Orchestrate deterministic AI workflows with JSX-based, schema-validated steps.

15|2|Updated Dec 16, 2025

Search Tags:#workflow #ai #zod #orchestration #sqlite #jsx

Ready to run

npx skills add https://github.com/enitrat/skill-issue --skill smithers

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: smithers
Source: https://github.com/enitrat/skill-issue/tree/main/plugins/personal-skills/skills/smithers
Command: npx skills add https://github.com/enitrat/skill-issue --skill smithers

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Smithers addresses the complexity of building deterministic, resumable AI workflows by providing a JSX-based orchestration framework with schema-validated steps.

Core Features & Use Cases

Deterministic multi-phase workflow execution with gated phases and a single outer Ralph loop
Parallel reviews and data-threaded handoffs across steps to ensure robust feedback cycles
Centralized schema registry and phase-prefix nodeIds to prevent output clobbering and enable precise state tracking

Quick Start

Create a simple Smithers workflow that implements a phase, validates outputs, and gates progression to the final review.

Frequently Asked Questions about smithers

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I build deterministic and resumable AI workflows?▼

You can build deterministic AI workflows using a JSX-based orchestration framework with schema-validated steps and SQLite state persistence, ensuring repeatable execution and resumable pipelines.

What is the best way to orchestrate multi-phase AI pipelines with parallel reviews?▼

The best way to orchestrate multi-phase AI pipelines is using a framework with gate-enabled phases and parallel review capabilities, which automates Implement, Validate, Review, and Final-Review tasks while threading data across steps.

How do I prevent output clobbering in complex AI workflow orchestration?▼

Prevent output clobbering in AI workflow orchestration by using a centralized schema registry and phase-prefixed nodeIds, which enable precise state tracking and protect data during parallel execution.

Can I use JSX to define schema-validated steps for AI automation?▼

Yes, you can use JSX to define schema-validated steps for AI automation. This approach allows you to configure a model suite and automate tasks while maintaining robust error handling and deterministic execution.

Does Zod work with AI workflow orchestration for schema validation?▼

Zod is used for schema validation within AI workflow orchestration, enabling a central schema registry that validates data thread handoffs across steps and gates progression through workflow phases.

When should I not use a deterministic orchestration framework for AI tasks?▼

You should avoid deterministic orchestration frameworks for AI tasks if your pipelines require non-deterministic, free-form execution without gated phases, or if you do not need resumable state tracking via SQLite.