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camirian/README.md

Caaren Amirian - Fieldheld / Governable Autonomy / Physical AI

YouTube

I build public, clean-room tools for governable autonomy: autonomous work that is replayable, reviewable, rollbackable, and held to evidence.

Fieldheld is the umbrella for that work. The current public wedge is Fieldheld Recorder, a small synthetic CLI that turns autonomous coding-style runs into evidence bundles a human can inspect.

My broader technical base spans Physical AI, robotics simulation, MBSE, cyber-physical systems, and assurance workflows.

This profile highlights public-safe exports and case studies. The goal is to show architecture, engineering depth, and observable system behavior without exposing private workspaces, private planning, or unreleased implementation details. This public work stands on its own.

Core focus

  • Governable autonomy: run records, evidence packets, review surfaces, and bounded rollback.
  • Agentic verification workflows that combine source context, test execution, and engineering evidence.
  • Robotics simulation and manipulation with NVIDIA Isaac Sim, ROS 2, Lula IK, and PhysX.
  • MBSE/SysML-style vocabulary and architecture models for cyber-physical systems.

Live Demos

Project What It Does Demo
fieldheld-recorder Synthetic CLI for replayable, reviewable, rollbackable autonomous-run evidence bundles Watch
agentic-systems-verifier-case-study Agentic verification case study with source context, test execution, and engineering evidence Watch
articulated-robot-manipulation-public Franka Panda pick-and-place using NVIDIA Isaac Sim 5.0, Lula IK, and PhysX rigid-body physics Watch
sim-to-real-control-systems-public OmniGraph ROS 2 bridge, joint state publishing, and Python/C++ ROS 2 nodes in Isaac Sim Watch

These demos are backed by public-safe exports or case studies. They are intended to show the engineering pattern and system behavior, not the private project workspace behind it.


Portfolio Repositories

Fieldheld / Governable Autonomy

Workstream Description Public Status
fieldheld-recorder Replayable, reviewable, rollbackable evidence bundles for autonomous coding-style runs Public baseline available
repo-preflight-drift-scanner Deterministic preflight scanning for public-surface and release-gate drift Public utility available
agentic-systems-verifier-case-study Agentic verification case study with source context, test execution, and review evidence Public case study available

Physical AI & Cyber-Physical Systems

Workstream Description Public Status
articulated-robot-manipulation-public Physics-correct Franka pick-and-place · Lula IK · SingleManipulator API · no ROS 2 required Public clean export available
sim-to-real-control-systems-public ROS 2 OmniGraph bridge · joint states · Python/C++ pub-sub · Isaac Sim scripting Public clean export available
distributed-robotics-infrastructure-public Distributed sim-to-real pipeline · Ubuntu host · simulation node · NVIDIA Jetson Orin Public clean export available

Knowledge Base

Repo Description
robotics-ontology-public Public robotics glossary and SysML v2 model examples

Technical Range

AI / ML Robotics & Simulation Systems Architecture Core Development
• Gemini Pro, GPT-4
• LangChain / RAG
• Agent evidence workflows
• Computer Vision
• TensorFlow
• ROS 2 (Python & C++)
• NVIDIA Isaac Sim 5.0
• NVIDIA Jetson
• Lula IK / OmniGraph
• MBSE / SysML / UAF
• Governable autonomy
• Digital Twins
• Requirements Eng.
• Functional Safety
• Python & C++
• Git & GitHub
• Docker & Linux
• CI/CD (GitHub Actions)

Pinned Loading

  1. fieldheld-recorder fieldheld-recorder Public

    Replayable, reviewable, rollbackable evidence bundles for autonomous coding runs.

    Python 1

  2. agentic-systems-verifier-case-study agentic-systems-verifier-case-study Public

    Public case study of an agentic verification workflow for systems engineering with RAG-grounded review.

  3. repo-preflight-drift-scanner repo-preflight-drift-scanner Public

    Deterministic CLI and GitHub Action for preflight scanning AI-assisted repos before merge, demo, or release.

    Python

  4. articulated-robot-manipulation-public articulated-robot-manipulation-public Public

    Franka Panda pick-and-place in NVIDIA Isaac Sim 5.0 with Lula IK and PhysX. Public clean export.

    Python

  5. sim-to-real-control-systems-public sim-to-real-control-systems-public Public

    Isaac Sim to ROS 2 control patterns with OmniGraph, joint states, and Python/C++ nodes. Public clean export.

    Jupyter Notebook

  6. robotics-ontology-public robotics-ontology-public Public

    Public robotics glossary and SysML v2 / MBSE model examples for systems engineering.