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---
title: README
emoji: ⚛️
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colorTo: purple
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# ⚛️ Agentic Quantum & Hardware Systems
**Autonomous AI agents that design, optimize and verify quantum circuits and hardware.**
*A non-profit, open-science initiative at the intersection of agentic AI, quantum computing and hardware design.*
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## 🧭 Mission
Designing quantum circuits and digital/analog hardware is still a slow, expert-driven, trial-and-error process. We believe **AI agents** — systems that can plan, use tools, run simulations and learn from feedback — can make this process faster, more reliable and more accessible.
Our goal is to build **open models, datasets and tools** that let agents work alongside researchers and engineers across the full design loop:
> **Specify → Generate → Simulate → Verify → Optimize**
## 🔬 Focus Areas
| Area | What we work on |
|---|---|
| 🧠 **Agentic Circuit Design** | LLM-based agents that turn natural-language specs into quantum circuits (Qiskit, Cirq, PennyLane) and HDL (Verilog / VHDL) |
| ⚡ **Quantum Circuit Optimization** | Gate-count and depth reduction, transpilation and hardware-aware routing guided by agents |
| 🔁 **Simulation-in-the-Loop** | Agents that call simulators and EDA tools, read the results and iterate on their own designs |
| ✅ **Verification & Testing** | Automated testbench generation, equivalence checking and error analysis |
| 🛡️ **Noise & Error Mitigation** | Learning-based approaches for noisy intermediate-scale quantum (NISQ) hardware |
| 📊 **Benchmarks & Datasets** | Open datasets and evaluation suites for circuit and hardware design tasks |
## 📦 What You'll Find Here
- 🤖 **Models** — fine-tuned models for circuit generation, optimization and code synthesis
- 📚 **Datasets** — curated circuit / HDL corpora, spec–design pairs and benchmark tasks
- 🚀 **Spaces** — interactive demos where you can try our agents in the browser
> 🚧 *We're just getting started — first releases are on the way. Follow the organization to get notified.*
## 🤝 Get Involved
We welcome researchers, students and engineers from quantum computing, hardware design and AI.
- 💬 Join the conversation in the [Community tab](https://huggingface.co/spaces/agentic-circuits/README/discussions)
- 🐙 Follow our work on GitHub: [@Melihakbulut221](https://github.com/Melihakbulut221)
- ⭐ Follow this organization on Hugging Face for new models, datasets and Spaces
Ideas, collaborations and contributions are always welcome — open a discussion and say hi!
## 📜 Open Science
As a non-profit, we are committed to openness. Unless stated otherwise, our releases are shared under permissive open-source licenses so the community can freely use, study and build on them. Please check each repository's model/dataset card for its specific license.
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*Building the future of hardware, one agent at a time.* ⚛️🤖🔧
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