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Showing posts with label OpenAI. Show all posts
Showing posts with label OpenAI. Show all posts

Sunday, July 6, 2025

AI Enhances Oracle Cloud HCM Support: Elevating Insight with the Oracle HCM Intel CLI

Oracle Gen AI + Public HCM Metadata = Limitless Insight

The Oracle HCM Intel CLI Tool is a professional-grade command-line assistant that uses your extracted HCM metadata and combines it with the capabilities of Oracle’s OCI Generative AI service (powered by Cohere) or OpenAI, or the LLM of your choice, giving you intelligent insights relative to HCM data structures. And it's all done securely and locally—no sensitive data leaves your environment.

By referencing public HCM data definitions, this project demonstrates just how powerfully Oracle Gen AI, and other AI offerings, can be applied in the enterprise to support analysts, developers, and architects with tasks such as:

  • Generating SQL queries based on natural language
  • Suggesting joins between key Oracle HCM tables
  • Explaining and optimizing existing SQL
  • Creating BI Publisher-ready templates
  • Performing semantic metadata searches

Project GitHub: oracle_hcm_intel_cli
Demo: Watch Demo

Built With Practical Enterprise Needs in Mind

The tool includes features that any real-world implementation would benefit from:

  • Encrypted .env handling using runtime secrets
  • Markdown output for reporting or Copilot/Teams usage
  • Audit mode for logging what metadata was passed to the LLM
  • Modular provider support for OpenAI or Oracle Gen AI
  • Interactive prompt chaining for analysts and non-developers

It’s optimized for real users working in real environments—offering flexibility without sacrificing security or precision.


Powered by Oracle Technology, Honoring Oracle’s Vision

This CLI tool is powered by Oracle’s own public documentation and showcases the capabilities of Oracle Cloud Infrastructure’s Generative AI platform. It's a clear example of how AI and metadata can be responsibly applied in the enterprise, especially when building tooling around Oracle’s HCM ecosystem.

Oracle’s Gen AI service is the star of the show here—it brings context, comprehension, and creative query generation to the hands of business users and technical professionals alike.

Earlier this month, I introduced a Metadata Extractor CLI Tool built to programmatically parse Oracle Cloud HCM’s public documentation and extract table and view metadata into JSON format. That foundational tool—available on GitHub at oracle_hcm_metadata_extractor—has enabled this powerful second act: the Oracle HCM Intel CLI.


Get Started

  1. Extract metadata using: oracle_hcm_metadata_extractor

  2. Query and explore with: oracle_hcm_intel_cli

Whether you’re working in HCM data architecture, reporting, or support—this is your AI-powered sidekick.


I hope this project inspires others to build upon Oracle’s cloud platform and apply Generative AI responsibly. The future of enterprise tooling is intelligent, secure, and deeply integrated—and with Oracle Gen AI, that future is now.

—
Julio @ OracleSpot.net

Tuesday, June 24, 2025

Introducing the Oracle HCM Fast Formula Agent – Built with AI to Help You Work Smarter

Introducing the Oracle HCM Fast Formula Agent – Built with AI to Help You Work Smarter

After months of juggling fast formulas, fielding questions from HR teams, and trying to decode cryptic payroll logic at 2AM, I decided it was time to build something better.

Today, I'm happy to share an open-source project that came from that journey:

Oracle HCM Fast Formula Agent – A smart, simple tool that uses Generative AI to help you generate, validate, explain, and modify Oracle HCM Fast Formulas, and more!

Check out a quick demo - Watch on Loom

Why I Built It

Working in the Oracle Cloud HCM space, I saw firsthand how challenging it can be to:

  • Interpret legacy Fast Formulas written years ago
  • Validate logic across hundreds of conditional paths
  • Explain formula outcomes to business users
  • Generate new formulas based on complex rules, under tight deadlines

And with the rise of AI, I thought: Why not build an assistant that understands Oracle HCM and speaks "formula"?

What It Does

With this Flask-based app, you can:

✅ Generate new Fast Formulas from plain-English descriptions
✅ Explain existing formulas in readable, line-by-line language
✅ Validate and suggest corrections for logic/syntax errors
✅ Modify formulas based on user input
✅ Extend the tool with new advanced actions using a plugin system, like the included Summarize advanced action!

It even has a clean admin panel and a dark mode toggle because... well, late-night debugging deserves a good theme.

📦 Plugin Architecture

Want to add your own action like summarize_formula or compare_logic_blocks? Just drop it in the plugins/ folder. No changes to the main app required. It's built for extensibility.

🐳 Docker Ready

Whether you’re developing locally or deploying in the cloud, the app comes with a Dockerfile that runs the app via Gunicorn for production-grade performance.

🔗 Get Started

Clone it, run it, or fork it for your own use:

👉 GitHub: https://github.com/TheOwner-glitch/hcm-fast-formula-agent
📹 Demo: Watch the video

A Call to the Oracle Community

I built this for consultants, analysts, and developers who need to move fast and support critical Oracle HCM needs in the Fast Formula space, but more importantly to share an example of how AI Powered application development can be compelling and reduce the need for conditional and hardcoded business logic by instead leveraging the power of generative AI  to interpret natural language. If you try it out and find it helpful, or have ideas for improving it, I’d love to collaborate.

Thanks for reading. Now go automate your fast formula headaches away.

- Julio