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IshaanAyaan/README.md

Ishaan Ranjan

Co-founder at LuxenAI. Georgia Tech CS. I build agent tooling, workflow automation, and applied AI systems.

Current focus is fine-tuning small language models to make them more parameter efficient.

Projects

  • SLM Harness is a LuxenAI orchestration layer for small language models focused on long-horizon task efficiency.
  • SchoolPulse AI is a suite of edge-AI tools and a dashboard for helping schools reduce water, food, and energy waste.
  • Agent Tree is a Luxen desktop workspace for managing master and subagent sessions with shared context and live runtime switching.
  • PRISM is a reproducible benchmark and analysis toolkit for policy text classification, causal audit, and crash-risk forecasting across U.S. states.
  • Debatica is an AI-assisted debate workspace for research, evidence extraction, rebuttals, and speech review.
  • GreenhouseAgent is a greenhouse monitoring and control stack with sensor ingestion, actuator commands, weather context, and model-driven recommendations, built at the MIT Hackathon.
  • YConstruction was built and pitched to Y Combinator at the YC x Google DeepMind Hackathon: a voice-first iPhone app for on-device construction defect reporting tied to IFC/BIM elements and a Blender/Bonsai review workflow.

Current Focus

  • Fine-tuning small language models for better parameter efficiency
  • Building agent tooling and workflow automation systems
  • Applied AI projects where product design matters

Links

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  1. LuxenAI/regimen LuxenAI/regimen Public

    Orchestration layer for Small Language Models (SLMs) for long horizon task efficiency.

    Python 4 1

  2. YConstruction YConstruction Public

    Voice-first construction defect reporting on iPhone with fully on-device AI, IFC-grounded defect structuring, and a Blender/Bonsai review workflow.

    Swift 1

  3. LuxenAI/arbor LuxenAI/arbor Public

    Desktop workspace for managing agent trees, shared context, and live multi-agent coding sessions.

    JavaScript 11 2

  4. GreenhouseAgent GreenhouseAgent Public

    Greenhouse monitoring and control stack with sensor ingestion, actuator commands, weather context, and model-driven recommendations.

    Python 1