DEVELOPER SANDBOX Academy of Mastery
AI Sandbox

Controlled AI experimentation workspace for prompts, structured outputs, APIs, and evaluation.

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LAB / EXPLORATION

AI Sandbox

AI Integration and Evaluation Laboratory
Controlled AI experimentation workspace for prompts, structured outputs, APIs, and evaluation.

PLANNED LAB

Experiment with AI-assisted application behavior in a controlled environment separate from core Sandbox functionality. The implementation is planned.

PLANNED LAB

AI Sandbox

Experiment with AI-assisted application behavior in a controlled environment separate from core Sandbox functionality. The implementation is planned.
Experiment with AI-assisted application behavior in a controlled environment separate from core Sandbox functionality. The implementation is planned.
02

Purpose & Learning Objectives

Why this project exists and what the implementation should teach.
Purpose / Learning

Purpose

Experiment with AI-assisted application behavior in a controlled environment separate from core Sandbox functionality.

Learning Objectives

  • Test prompt structures against repeatable tasks.
  • Compare free-form and structured outputs.
  • Store test cases and evaluation notes.
  • Practice API request/response handling.
  • Separate model behavior from deterministic application logic.
  • Avoid making the main Developer Sandbox dependent on experimental AI features.
03

Technology Plan

Current, planned, legacy, or candidate technologies for this project.
Application Candidates

TypeScript
Node.js

Integration Candidate

AI API
Fetch API

Data

JSON

Experiment Storage Candidate

SQLite

04

Implementation Scope

Planned behaviors, architecture decisions, and evidence this project should produce.
Prompt experiments
Treat prompts as versioned test inputs rather than ad-hoc chat text.
Structured output
Prefer machine-checkable responses where the experiment needs application integration.
Evaluation
Record whether a behavior is reliable enough for software use.
Sandbox boundary
Keep experimental AI optional.
05

Project Notes

Implementation context, boundaries, and later expansion.
Project Notes

V1 Boundary

True AI behavior was deliberately deferred from the original Developer Sandbox V1.

Decision Pending

Provider and SDK remain undecided; choose them based on the experiment rather than branding.