# Amy: Agentic Mathematical Engine - Looking for feedback & contributors

**URL:** https://discourse.julialang.org/t/amy-agentic-mathematical-engine-looking-for-feedback-contributors/134540
**Category:** Community
**Created:** [December 14, 2025, 2:10am UTC](https://discourse.julialang.org/t/amy-agentic-mathematical-engine-looking-for-feedback-contributors/134540 "2025-12-14T02:10:08Z")
**Posts on this page:** 1
**Page:** 1

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### Author: ![agenisea](https://sea2.discourse-cdn.com/julialang/user_avatar/discourse.julialang.org/agenisea/32/219957_2.png) [@agenisea](https://discourse.julialang.org/u/agenisea)
#### Post date: [December 14, 2025, 2:10am UTC](https://discourse.julialang.org/t/amy-agentic-mathematical-engine-looking-for-feedback-contributors/134540/1 "2025-12-14T02:10:08Z")

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I’m sharing an experimental project: Amy (Agentic Mathematical Engine) - an LLM-powered reasoning system for scientific computing in Julia.

What it does:

- Takes natural language queries like “Design a Hohmann transfer from Earth to Mars”
- Decomposes problems into goal DAGs via 5 specialized LLM agents
- Executes tools across 7 mathematical domains (symbolic, numerical, tensor, coordinate, propulsion, matrix, physics)
- Verifies results (units, conservation laws, bounds) and explains reasoning

Architecture highlights:

- Fan-out/fan-in parallel execution for independent goals
- Local Ollama/DeepSeek-R1 integration (no API keys needed)
- Token budget management with circuit breakers
- Built on Symbolics.jl, DifferentialEquations.jl, Unitful.jl, etc.

Repo: [GitHub - agenisea/agentic-mathematical-engine: An intelligent Julia agent for scientific computing with natural language queries and multi-domain mathematical reasoning.](https://github.com/agenisea/agentic-mathematical-engine)

This is a WIP/experiment and has some bugs. Contributors welcome!

I’d love feedback on:

- The agent orchestration approach
- Tool design patterns for Julia
- Use cases you’d want to try