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@xaiqo

ReForceMind

README.md

Inference Optimization • Reinforcement Learning (RL) • Multi-Agent Systems (MARL) • Neural Approximation • Algorithmic Substitution • Custom RL Environments • Autonomous Compute • High-Performance AI

About Us

We specialize in pushing the boundaries of artificial intelligence efficiency and autonomous decision-making. Our research and development focus on:

  • Inference Optimization: Streamlining AI models for maximal computational efficiency.
  • RL & MARL: Building custom environments and advancing Multi-Agent Reinforcement Learning.
  • Neural Approximation: Replacing or approximating complex, classical mathematical algorithms with highly efficient neural network architectures.

Popular repositories Loading

  1. NetForge_RL NetForge_RL Public

    Multi-Agent Reinforcement Learning (MARL) cybersecurity simulator

    Python 2

  2. edtmappo edtmappo Public

    Implementation of Epistemic Time-Dilation MAPPO (ETD-MAPPO). A compute-aware MARL framework where agents autonomously modulate their execution frequency based on uncertainty to reduce inference ove…

    Python 2

  3. llvm-ir-graph-embedding llvm-ir-graph-embedding Public

    A hpc LLVM Pass extracting semantic Control-Data Flow Graphs (CDFG) from Intermediate Representation for Graph Neural Networks. Enables cross-language code retrieval and clone detection beyond toke…

    Python 1

  4. .github .github Public

  5. AIFlow AIFlow Public

    A framework for end-to-end AI inference optimization: from model parsing and graph IR, through graph and kernel optimizations, to hardware profiling, auto-tuning, and visualization.

    Python

  6. IncidentPrediction IncidentPrediction Public

    Predict whether a service incident will occur within the next **H** time steps given the previous **W** steps of multivariate server metrics, using a stacked-ensemble sliding-window classifier.

    Python

Repositories

Showing 7 of 7 repositories
  • ct-gmarl Public

    Event-Driven Continuous-Time Graph MARL for Asynchronous Cyber Defense in NetForge_RL. A framework for training autonomous cyber defenders in a continuous-time POSMDP environment. Features Neural ODE temporal dynamics, GAT spatial reasoning, and a Sim2Real evaluation bridge against live CVE payloads.

    xaiqo/ct-gmarl’s past year of commit activity
    Python 0 0 0 0 Updated Apr 14, 2026
  • edtmappo Public

    Implementation of Epistemic Time-Dilation MAPPO (ETD-MAPPO). A compute-aware MARL framework where agents autonomously modulate their execution frequency based on uncertainty to reduce inference overhead.

    xaiqo/edtmappo’s past year of commit activity
    Python 2 0 0 0 Updated Apr 13, 2026
  • NetForge_RL Public

    Multi-Agent Reinforcement Learning (MARL) cybersecurity simulator

    xaiqo/NetForge_RL’s past year of commit activity
    Python 2 0 1 0 Updated Apr 11, 2026
  • llvm-ir-graph-embedding Public

    A hpc LLVM Pass extracting semantic Control-Data Flow Graphs (CDFG) from Intermediate Representation for Graph Neural Networks. Enables cross-language code retrieval and clone detection beyond token-based approaches.

    xaiqo/llvm-ir-graph-embedding’s past year of commit activity
    Python 1 0 0 0 Updated Apr 10, 2026
  • .github Public
    xaiqo/.github’s past year of commit activity
    0 0 0 0 Updated Mar 21, 2026
  • IncidentPrediction Public

    Predict whether a service incident will occur within the next **H** time steps given the previous **W** steps of multivariate server metrics, using a stacked-ensemble sliding-window classifier.

    xaiqo/IncidentPrediction’s past year of commit activity
    Python 0 0 0 0 Updated Feb 7, 2026
  • AIFlow Public

    A framework for end-to-end AI inference optimization: from model parsing and graph IR, through graph and kernel optimizations, to hardware profiling, auto-tuning, and visualization.

    xaiqo/AIFlow’s past year of commit activity
    Python 0 0 0 0 Updated Dec 10, 2025

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Python