Skip to content
View IshaanAyaan's full-sized avatar
🎯
Focusing
🎯
Focusing

Block or report IshaanAyaan

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
IshaanAyaan/README.md

Animated ASCII flow field surrounding the name Ishaan Ranjan; open Ishaan's website

I build practical AI systems across research, developer tools, and products.
Currently: Luxen AI · Georgia Tech CyFI · Incoming Georgia Tech CS

Website  ·  LinkedIn  ·  Email

Selected work

A controlled 200-task study reached 94.5% success with a fine-tuned 3B specialist versus 95.5% for a 72B baseline, at 84.8% lower cost per successful task.

Study and frozen results · Later Regimen integration work

A voice-first iPhone app that turns on-device transcription and photos into IFC-grounded construction defects, then syncs BCF issues for architect review.

Selected for a live pitch to YC investors at the YC × Google DeepMind hackathon · SwiftUI

A local-first desktop workspace for managing master and subagent sessions, shared context, runtime switching, and human review without requiring a hosted backend.

Electron · TypeScript · Multi-agent systems

A research system for policy classification, causal audit, and crash-risk forecasting across a 51-state alcohol-policy panel.

Interactive dashboard · Preprint · Causal inference

Current and recent experience

  • Luxen AI — Co-Founder & Engineering Lead · Dec 2023–present. Building applied-AI products and developer tools from user discovery through architecture, evaluation, and deployment.

  • Georgia Tech CyFI — Undergraduate Researcher · Jun 2026–present. Reproduced the supported NVIDIA Nemotron Elastic 12B parent and 9B/6B subnetworks on an A100, documenting configurations, width slicing, and current evaluation limits.

  • University of Arizona Precision Aging Network — Research Intern · Summer 2025. Analyzed biological-aging measures in R and Python, reporting null findings and confounding constraints rather than forcing a preferred result.

More work

Debatica · SchoolPulse AI · A.C.R.E. · S.A.B.E.R.

Incoming Georgia Tech CS · Peoria, Arizona

Pinned Loading

  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