A toy design goal, required components, explicit compatibility matrix, inventory, cost limit, call budget, and teacher approval.
What your agent must check
Cache/deduplicate reads and accept equality at the budget.
An omitted compatibility pair must block acceptance.
Coverage must use observed kinds, not a proposal's completeness claim.
Keep teacher review separate from technical checks.
Keep the scope clear
No physical actuation, hazardous wiring, fabrication control, real purchase, or assertion of real-world engineering safety.
Research behind this project path
Original explanations and authored practice records draw on these research and engineering ideas. The source organizations do not endorse this course or supply its fictional results.
Anthropic · Writing effective tools for agents — with agents
Design distinct tools with clear parameters, relevant returned information, and evaluations of how the agent actually uses them.
A description or schema does not guarantee the right action. A live tool can return different data for the same arguments as its environment changes.
Anthropic · Demystifying evals for AI agents
Define tasks, trials, and graders; inspect both execution records and final outcomes; repeat trials when model behavior varies.
A score depends on its cases and grading rules. Repeating a deterministic classroom case does not measure the variability of a live model.
Google DeepMind · AlphaEvolve: A Gemini-powered coding agent for designing advanced algorithms
Propose programs, execute and score candidates, then use evaluation feedback and a program database to guide later proposals.
This research-system description is not a classroom SDK. A bounded practice loop is an adaptation, not a reproduction of AlphaEvolve or its scientific results.
Your JavaScript really runs. The model decisions and school data are authored simulations, so you can learn without an API key. Every workspace also includes a separate real SDK example to explore next. Passing the lab’s cases is practice, not proof that an agent is ready for real-world use.