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GitHub
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Home
Get Started
  • Local (DuckDB)
  • GCP (BigQuery)
  • Snowflake Team Collaboration
  • Declarative Airflow
  • Orchestration Export
  • Jenkins CI/CD
  • Universal Pipeline
CLI Reference
  • Overview
  • Architecture
  • GCP (BigQuery)
  • AWS (S3 + Athena)
  • Snowflake
  • Local (DuckDB)
  • Custom Providers
  • Roadmap
GitHub
GitHub
  • Introduction

    • /
    • Getting Started
    • Snowflake Quickstart
    • Vision & Roadmap
  • Walkthroughs

    • Walkthrough: Local Development
    • Walkthrough: Deploy to Google Cloud Platform
    • Walkthrough: Snowflake Team Collaboration
    • Declarative Airflow DAG Generation - The FLUID Way
    • Generating Orchestration Code from Contracts
    • Jenkins CI/CD for FLUID Data Products
    • Universal Pipeline
  • CLI Reference

    • CLI Reference
    • init Command
    • validate Command
    • plan Command
    • apply Command
    • verify Command
    • generate-airflow Command
  • Providers

    • Providers
    • Provider Architecture
    • GCP Provider
    • AWS Provider
    • Snowflake Provider
    • Local Provider
    • Creating Custom Providers
    • Provider Roadmap
  • Advanced

    • Blueprints
    • Governance & Compliance
    • Airflow Integration
    • Built-in And Custom Forge Agents
    • FLUID Forge Contract GPT Packet
    • Forge Copilot Discovery Guide
    • Forge Copilot Memory Guide
  • Project

    • Contributing to Fluid Forge
    • Fluid Forge v0.7.1 - Multi-Provider Export Release

FLUID Forge Contract GPT Packet

This folder is a self-contained builder packet for a private/internal ChatGPT GPT that drafts and reviews FLUID Forge contracts.

It is designed around these rules:

  • Default to FLUID 0.7.2
  • Ask for provider before drafting
  • Output contract.fluid.yaml first
  • Add Assumptions, Open questions, and Validation next steps
  • Treat every response as Draft until fluid validate --strict and fluid plan --json have been reviewed

What To Use

Use these files in the GPT builder:

  • GPT_INSTRUCTIONS.md: paste into the GPT Instructions field
  • CONVERSATION_STARTERS.md: paste into Conversation starters
  • CHATGPT_BUILDER_CHECKLIST.md: follow this while configuring the GPT
  • UPLOAD_MANIFEST.md: use this to upload the curated knowledge pack

Upload these as GPT knowledge:

  • FORGE_GPT_STYLE_GUIDE.md
  • FORGE_GPT_REVIEW_CHECKLIST.md
  • FORGE_GPT_FEW_SHOTS.md
  • Everything in knowledge/

Source Material

This packet is documented in forge_docs, but it was grounded in source-of-truth assets from the sibling forge-cli repository:

  • forge-cli/fluid_build/schemas/fluid-schema-0.7.2.json
  • forge-cli/README.md
  • forge-cli/examples/01-hello-world/contract.fluid.yaml
  • forge-cli/examples/05-data-quality-validation/contract.fluid.yaml
  • forge-cli/examples/customer360/contract.fluid.yaml
  • forge_docs/docs/cli/validate.md
  • forge_docs/docs/cli/plan.md

Quick Start

  1. Open ChatGPT and create a new GPT in configuration view.
  2. Paste GPT_INSTRUCTIONS.md into Instructions.
  3. Add the starters from CONVERSATION_STARTERS.md.
  4. Upload the files listed in UPLOAD_MANIFEST.md.
  5. Keep the GPT private or workspace-only.
  6. Preview with the smoke tests in CHATGPT_BUILDER_CHECKLIST.md.

This packet does not create the GPT automatically in ChatGPT. It gives you the exact builder inputs and upload set so the GPT can be created quickly and consistently.

Edit this page on GitHub
Last Updated: 3/31/26, 9:51 AM
Contributors: fas89
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