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Focused on LLM + RL research | Open to collaborations
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Focused on LLM + RL research | Open to collaborations
115 followers · 304 following

Achievements

Achievement: Pull Sharkx2Achievement: Pair ExtraordinaireAchievement: QuickdrawAchievement: Public SponsorAchievement: Arctic Code Vault Contributor

Achievements

Achievement: Pull Sharkx2Achievement: Pair ExtraordinaireAchievement: QuickdrawAchievement: Public SponsorAchievement: Arctic Code Vault Contributor

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monigarr/README.md

For agencies and partners deploying AI in high-consequence environments: my work provides the verification layer between generative output and institutional trust.

⚡ MoniGarr

AI-First Systems Architect | Federal Compliance & Autonomous Navigation Gauntlet for America Cohort 2 | Low-Resource Language Formalization

Focused Mandate

I architect deterministic, auditable, and ethically-bounded AI systems for high-risk institutional deployment. My practice bridges the gap between generative AI capability and federal-grade reliability—specifically in degraded environments (GPS-denied, low-bandwidth, adversarial input).

Core Competencies (Enterprise & Federal-Facing)

Domain Implementation Focus Relevant Repo
Autonomous Navigation Belief state tracking, GPS-denied pathfinding, failure mode refusal SMBNA
Edge AI / Android Real-time vision streaming, DRM, QoS for defense logistics fluvian-sdk
Low-Resource LLMs Custom tokenization (polysynthetic), QLoRA fine-tuning, sovereignty mini-indig-llm-kit
Deterministic RL Modernized SAC agents, Gymnasium/MuJoCo, evaluation pipelines spinningup (fork)
Agentic Safety Formal verification of LLM tool-use, institutional constraint layers ai-ethos-registry
XR Training Environments Procedural generation for high-consequence simulation ``

Technical Arsenal (Hardened Stack)

Inference/Backend: PyTorch, TensorFlow, JAX, vLLM, Triton Infrastructure: AWS (GovCloud ready), Vercel, Railway, Docker, K8s Agent Frameworks: LangChain, LangGraph, AutoGen, DSPy RL/Control: Gymnasium, MuJoCo, RLlib, Stable-Baselines3 Vision/Edge: OpenGL, Vulkan, Android NDK, MediaCodec Governance: MLflow, LangFuse, LangChain, Pydantic, Great Expectations

Engagement

Open to AI-first architecture, AI engineering, applied research, federal technology, healthcare AI, responsible AI infrastructure, and mission-critical system design roles.

LinkedIn: https://www.linkedin.com/in/monigarr
Contact: [email protected]

Pinned Loading

  1. openemr openemr Public

    Forked from openemr/openemr

    Fork of the leading open-source EHR (federal healthcare readiness).

    PHP

  2. mini-indig-llm-kit mini-indig-llm-kit Public template

    Reference architecture for low-resource language LLMs with morphology-aware tokenizers.

    Jupyter Notebook 3

  3. spinningup spinningup Public

    Forked from openai/spinningup

    Modernized OpenAI Spinning Up fork with reproducible SAC + Gymnasium/MuJoCo.

    Python 9 5

  4. SMBNA SMBNA Public

    False certainty detection for GPS-degraded environments.

    Python 2

  5. ARKHE ARKHE Public

    First-principles analysis and mathematical sequence modeling for AI systems.

    Jupyter Notebook 1

  6. fluvian-sdk fluvian-sdk Public

    AI-First Android streaming SDK with real-time QoS optimization for defense logistics.

    Kotlin