
TOON: A Fresh, Token-Smart Alternative to JSON for the LLM
TOON is a compact, human-readable data format designed to reduce token usage and lower costs in AI and LLM workflows.
Discover how Apex36’s py-devcontainer packs Python 3.11, PostgreSQL, Adminer, and Node.js into a single VS Code Dev Container.

Modern development workflows often suffer from fragmented environments, inconsistent tooling, and long onboarding times. At Apex36 Technologies, we set out to solve this by building a production-grade, reproducible devcontainer tailored for Python applications.
This case study shares why we created it, what it includes, and how it can help your team code faster.
We frequently observed that local development setups were slow to reproduce and prone to mismatched dependencies:
Our goal was clear: create a single environment that "just works" without hidden steps.
This devcontainer combines everything needed for a smooth Python development experience:
✅ Python 3.11 installed and ready
✅ uv package manager for fast dependency installation
✅ Node.js LTS for any frontend tools
✅ PostgreSQL service with pre-seeded data
✅ Adminer for managing the database through a UI
✅ Docker Compose orchestrating everything
This setup means you can:
✅ Fast Onboarding: New developers can start coding immediately.
✅ Consistency: Everyone runs the same environment regardless of OS.
✅ Ease of Use: No manual database setup or dependency wrangling.
✅ Reproducibility: The environment can be rebuilt anytime with predictable results.
This approach has dramatically reduced setup friction and increased confidence in local builds.
We’ve shared this template for anyone who wants to simplify their development workflows.
🔗 Explore the template on GitHub - https://github.com/apex36tech/py-devcontainer
Feel free to clone, customize, and adapt it to your team’s needs.
Apex36 Technologies builds robust, developer-friendly solutions to help teams ship faster and with fewer headaches. If you’d like support designing your own development infrastructure, we’d love to help.
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