Embodied AI Architect

A design environment for creating and evaluating autonomous agents, with hardware/software codesign space exploration and optimization.

Features

  • Model Analysis: Analyze PyTorch model structure and compute requirements
  • Hardware Profiling: Recommendations for edge/cloud deployment
  • Multi-Hardware Benchmarking: Local CPU, remote SSH, Kubernetes backends
  • Interactive Chat: Claude-powered architect for design decisions
  • Codebase Analysis: Scan and assess application codebases for hardware deployment
  • SoC Optimization: LangGraph-based RTL optimization loop (experimental)

Installation

pip install embodied-ai-architect

With optional dependencies:

# Remote SSH benchmarking
pip install embodied-ai-architect[remote]

# Kubernetes benchmarking
pip install embodied-ai-architect[kubernetes]

# Interactive chat (requires ANTHROPIC_API_KEY)
pip install embodied-ai-architect[chat]

# All optional dependencies
pip install embodied-ai-architect[all]

Usage

# Show available commands
branes --help

# Analyze a PyTorch model
branes analyze model.pt

# Run full workflow
branes workflow run model.pt

# Benchmark on local CPU
branes benchmark model.pt --backend local

# Scan and assess a codebase for hardware deployment
branes codebase scan /path/to/project
branes codebase assess /path/to/project --hardware jetson_orin

# Interactive chat session
export ANTHROPIC_API_KEY=your-key-here
branes chat

Environment Variables

Variable Description
ANTHROPIC_API_KEY Required for Claude-powered features (chat, codebase analysis)

Documentation

For full documentation, development setup, and contributing guidelines, visit the GitHub repository.

Related Projects

License

MIT License

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (1.16.1)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for branes-ai-admin from gravatar.com branes-ai-admin

Credits

Author: Branes-ai Team

License

MIT

Requires

Python >=3.11

Provides Extra

dev remote kubernetes chat optimization mcp api langgraph jetson openvino coral all

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