Back to all work

AI · Automation

ReplyLa

Modular AI workflow engine with tool integration, structured outputs, and action-based execution for production workloads.

2025

Stack

LLM WorkflowsTool IntegrationValidationFallback Logic

ReplyLa is a modular AI workflow engine I built to push demos into dependable production. Instead of relying on raw LLM output, every step is a structured action the system can observe, retry, or hand off.

What it does

  • Modular actions — each node in the workflow is a typed action with explicit inputs and outputs.
  • Tool integration framework — AI-triggered API calls and automation tasks plug into the same engine.
  • Validation & fallback — every output is checked against a schema; failures retry or escalate predictably.

Why I built it

Most AI demos feel magical until you ship them. ReplyLa is what I reach for when reliability matters more than a clever prompt — the building blocks for AI features that survive contact with real users.