~/research/discovery - bash

## Proactive Scientific Capabilities

📄

### arxiv-reproduce

Autonomously translates arXiv paper concepts into high-performance, JAX-accelerated code with full validation.

⚡

### performance-optimize

Scientific execution and memory optimization. JAX scanning, vectorized parallelism, and peak flop utilization.

🔍

### meta-explorer

High-intensity research agent for circuit architecture discovery and multi-frontier optimization strategies.

🌹

### tc-rosetta

Seamless translation from legacy frameworks like Qiskit or PennyLane into optimized TC-NG implementations.

🎨

### demo-generator

Instant transformation of physics scripts into interactive Streamlit GUI applications with one command.

⚖️

### code-reviewer

Mathematical correctness verification and performance auditing powered by expert domain knowledge.

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