Pipeline Philosophy

The "Why" Behind the Forge Pipeline

JAXforge isn't just one tool; it's the first step in a complete journey. This guide explains the purpose of each stage in our agent creation pipeline.

Building a truly custom AI agent is a complex process that requires expertise across multiple domains, from data science to software engineering. Our pipeline abstracts this complexity into a series of logical stages, allowing you to focus on what you do best while leveraging AI to handle the rest.

The Stages

Stage 0: Define Goal & Data

This is the most critical stage. Before writing a single line of code, you must define the problem. What should the agent do? What data does it need? A well-defined goal is the foundation for a successful agent.

Stage 1: Forge JAX Model

This is the JAXforge. Once the goal is clear, you need an 'engine'. This stage forges the high-performance JAX/FLAX model code—the core computational block that will power your agent's intelligence.

Stage 2: Forge Agent Tools

An engine is useless without a chassis. This stage is about taking your core model (and other capabilities, like APIs) and wrapping them into secure, callable 'tools' that an agent can understand and use.

Stage 3: Forge Agent

This is the final assembly. You give the agent a 'brain' and a 'personality' by defining its persona, core directives, and goals. Then, you equip it with the tools it needs to succeed.

Stage 4: Deploy & Monitor Agent

An agent is only valuable when it's live. This final stage provides one-click deployment to a scalable environment, complete with the dashboards needed to monitor its performance and success in the real world.