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Archit1706/README.md
Archit Rathod · software engineer and ML fairness researcher · Chicago, IL

PortfolioLinkedInGoogle ScholarEmailX

Open to Software Engineering, AI/ML, and Full-Stack roles · 2026

01 · The brief

I build systems that are measurably correct and demonstrably fair, from OpenStreetMap road closures at city scale to fairness auditing for deep models.

▸ Shipped a Google Summer of Code API, now used by the OpenStreetMap community
▸ Built the first GitLab Duo Agent on Green Software Foundation standards
▸ Engineered freight-data pipelines covering 285+ Chicago municipalities
▸ Published at ASE 2026, a NeurIPS 2023 workshop, and Springer ×2

Field notes: 9 publications and reports, 40+ projects, 285+ municipalities served, 8.5M+ OD pairs processed, 103,481 applications audited, 5+ years shipping

Hiring for 2026? Start a conversation ↗


02 · Current waypoints

  • TaxMR at UIC's RISC Lab: a metamorphic robustness benchmark for tax-answering LLMs, as ML research engineer under Prof. Saeid Tizpaz-Niari.
  • Freight Toolkit at UIC's Urban Transportation Center: freight analytics for 285+ municipalities.
  • Google Summer of Code 2025, completed: a road-closures API adopted by the OpenStreetMap Foundation.
  • Production ML: GalaxyServe (MLOps), GalaxyOps (Kubernetes GitOps), TransitLake (Dagster lakehouse).
  • FairLint-DL, accepted at ASE 2026: fairness debugging inside VS Code.

03 · The instruments

Star chart of skills drawn as five constellations: Languages, ML and Data, Web and APIs, Geospatial, and Infra and Cloud. Major stars mark Python, TypeScript, PyTorch, Next.js, React, FastAPI, PostGIS, PostgreSQL, and Docker.
Every instrument, by categoryexpand

Languages

PythonTypeScriptJavaScriptSQLC++Rust

Machine Learning & Data

PyTorchscikit-learnLangChainLangGraphLLM AgentsRAGPrompt EngineeringFine-TuningHugging FaceOpenAIPySparkETL PipelinesNumPyPandasOpenCVPlotlyMatplotlib

Frameworks & Tools

Next.jsReactNode.jsFastAPIFlaskExpressNetworkXTailwind CSSGitPostman

Cloud & DevOps

AWSGoogle CloudDockerKubernetesTerraformnginxGitHub ActionsVercelMonitoringSystem Design

Databases

PostgreSQLpgvectorMongoDBRedisNeo4jBigQueryMySQLParquetPrisma

Geospatial

PostGISOSMnxGeoPandasShapelyLeafletMapLibre GLOpenLRValhallaOpenTripPlanner

04 · Selected work

The flagships. 40+ more are charted in the archive below.

OSM Road Closures - real-time temporary road closure reporting (Google Summer of Code 2025)
LiveCode

GreenPipe - the first GitLab Duo Agent on Green Software Foundation standards
Code

FairGuard - agentic AI for investigative journalism (Northwestern GAIN Challenge)
Code

relfair - relationship-aware counterfactual fairness testing for ML
PyPICode

Keya - conversational real-estate assistant
Live DemoCode

GalaxyOps - production Kubernetes platform for ML inference
Code

FairLint-DL - fairness and bias linter for deep learning, VS Code extension
InstallCode

TransitLake - Dagster medallion lakehouse for Chicago transit
Live DemoCode


05 · The full archive

AI Agents and Skillsexpand
Agent / Skill SetWhat it isRepo
FairGuardReusable Claude Code Agent Skills for investigative journalism, plus findings on 1M+ federal lobbying records and congressional press releases (2022-Q1 2026). Northwestern GAIN Challenge.Code
LatticeAI-native venture-intelligence platform: a multi-agent LangGraph and Neo4j institutional-memory layer that extracts relationship graphs and semantic memory for VC firms.Code
Engineering and Platforms (MLOps · DevOps · Data)expand
ProjectWhat it isStackLinks
GalaxyServeProduction MLOps loop for a galaxy classifier: FastAPI serving, MLflow registry, Evidently drift detection, Prometheus/Grafana, and CI-gated champion/challenger retraining.PyTorch, FastAPI, MLflow, EvidentlyCode
GalaxyOpsProduction-grade Kubernetes platform: Terraform + Helm + ArgoCD GitOps with kube-prometheus-stack, HPA autoscaling, chaos testing, and a 99.9% availability SLO.Kubernetes, Terraform, Helm, ArgoCDCode
TransitLakeDagster medallion lakehouse for Chicago transit: GTFS, real-time vehicle positions, congestion, and weather into dbt models on DuckDB with 100+ data-quality checks.Dagster, dbt, DuckDB, Great ExpectationsLiveCode
CryptoNormReal-time crypto market-data normalizer and P&L/risk dashboard: async multi-exchange WebSocket ingestion normalized through Kafka with a Redis state cache.Python asyncio, Kafka, Redis, FastAPICode
Urban Analytics and Geospatialexpand
ProjectWhat it isStackLinks
Freight ToolkitCMAP regional freight analytics dashboard across 285+ Chicago municipalities (truck traffic, land use, crashes, emissions). UIC Urban Transportation Center, FTA FERSC initiative.Next.js, FastAPI, MapLibre GL, PostgreSQL, ShapelyUIC UTC
Optimal Congestion Zone AnalysisFramework for optimal congestion-pricing zone boundaries via OSM road networks, origin-destination trip flows, and graph-theory cut-edge optimization. UIC.Python, OSMnx, NetworkX, GeoPandasDocCode
Research and Data Miningexpand
ProjectWhat it isStackLinks
Galaxy Morphology XAISystematic evaluation of Grad-CAM, LIME, Integrated Gradients, and GradientSHAP across four CNN architectures on galaxy datasets, using quantitative faithfulness metrics.PyTorch, Captum, LIME, scikit-learnCode
FairLend MinersPySpark data-mining audit of racial and gender disparities in HMDA 2023 mortgage lending: standard vs epsilon-biased fair binning with FP-Growth and K-Means.PySpark, FP-Growth, K-Means, ParquetarXivCode
Open Sourceexpand
Web / AppDemoContribute
Green Pipe-Code
FairLint-DL VSCode ExtensionLiveCode
Temporary Road Closures API and DatabaseLiveCode
DSAverseLiveCode
DSA-30LiveCode
AI / ML Web Appsexpand
Web AppFront EndBack End (Server / Database)ML (Model / Dataset / Library)Live DemoRepo
The AfterNext.js 16, Tailwind CSS v4Supabase (Postgres, Auth, Storage), ZodOpenAI GPT-5.6 with deterministic demo fallbackLiveCode
Real Estate AINext.js, Tailwind CSSFast API, SerpAPI, Zillow API, Google Cloud RunHugging Face, OpenAILiveCode
Multi Document AgentNext.js, Tailwind CSSFast APILlama Index, OpenAILiveCode
FitSphereNext.js, Tailwind CSSFast API, MongoDB, Node.jsOpenCV, OpenAILiveCode
Ascend AINext.js, Tailwind CSSFast API, MongoDBOpenCV, Transformers, OpenAI, LibrosaLiveCode
PhishiFenceNext.js, Tailwind CSSFast API, WhoisDB, Chrome Extension, SeleniumOpenCV, Transformers, OpenAI, LightGBMLiveCode
SwarBhaavNext.js, Tailwind CSSMongoDB, Fast API, Node.jsLibrosa, Transformers, OpenAILiveCode
Attire AINext.js, Tailwind CSSFlaskLangchain, Stable Diffusion, NLTK, LlamaLiveCode
ReflectionsNext.js, Tailwind CSSMongoDB, Fast API, PrismaBERT, NLP, Recommender, SummarizerLiveCode
Home GinieNext.js, Tailwind CSSFast APILinear Regressor, US Housing DatasetLiveCode
The One FinderNext.js, Tailwind CSSMongoDB, Fast API, Node.jsRecommenderLiveCode
Social VisionNext.js, Tailwind CSSMongoDB, Fast APIRecommender, WordCloud, Sentiment Analysis, Twitter DatasetLiveCode
Web Projectsexpand
Web AppFront EndBack EndLive DemoRepo
ChatzyNext.js, Tailwind CSS, TypescriptExpress.js, Node.js, DiceBear APILiveCode
RealEstate360Next.js, Tailwind CSS, Grunt, Three.jsMongoDB, Cloudinary, Node.js, FastAPILiveCode
Bid BazaarNext.js, Tailwind CSSMongoDB, Cloudinary, Node.js, FlaskLiveCode
Coupon VaultNext.js, Tailwind CSSMongoDB, Fast API, Node.jsLiveCode
Power UpReact, Tailwind CSSNode.js, MongoDB, API'sLiveCode
First PaperNext.js, Tailwind CSSArXiv DatasetLiveCode
MoviescapeReact, Tailwind CSSTMDBLiveCode
Edu-SysReact, Tailwind CSSNode.js, MongoDBLiveCode
Healthy Me!React, Tailwind CSSNode JS, MongoDB-Code
To Do AppReact, CSSNode.js, MongoDBLiveCode
Emoji NationReact, CSSAPILiveCode
Daily Newsletter SignupHTML, CSS, Bootstrap, JSNode.jsLiveCode
Personal BlogHTML, CSS, JSNode.js (Express, EJS)LiveCode
Weather TodayHTML, CSS, JSNode.jsLiveCode
Simon GameHTML, CSS, JS-LiveCode
Image Gallery AppHTML, CSS, JSLocalStorageLiveCode
Random Quote GeneratorHTML, CSS, JS-LiveCode
Simple CalculatorHTML, CSS, JS, jQuery-LiveCode
Python Projectsexpand
Python AppConcept / Libraries UsedDemoRepo
Background Image RemoverFlask, HTML, Rembg-Code
Cold EmailingFlask, HTMLLiveCode
GRE Words AppOOPS, Pandas, TkinterLiveCode
Pong GameOOPS, TkinterLiveCode
Indian States GameTkinter, PandasLiveCode
Snake GameOOPS, TkinterLiveCode
Pomodoro Technique TimerTkinterLiveCode
Proctor It!OpenCV, Tkinter, MySQL-Code
Mail MergerFile Handling-Code
NATO Alphabet GeneratorPandas-Code
Hirst PaintingTkinterLiveCode
Java Projectexpand
Desktop AppConcept / Libraries UsedRepo
Electricity Billing SystemJava SwingCode

Note

Some older demos have retired backends; the code tells the full story.

06 · Research & publications

9 papers and reports; peer-reviewed at ASE 2026, NeurIPS 2023, and Springer ×2.

PublicationVenueYearLinks
FairLint-DL: An IDE-Native Tool for Fairness Debugging of Deep Learning SoftwareASE 2026 (accepted)2026DemoCode
Auditing Discriminatory Patterns in Mortgage Lending Through Association Rules and Fair BinningarXiv · cs.CY / cs.DB / cs.LG2026arXiv
Responsible AI for Scientific Discovery: Explainability for Galaxy Morphology ClassificationUIC Technical Report (submitted to SKAI 2026)2026
Measuring and Mitigating Toxicity in Large Language Models: A Comprehensive Replication StudyUIC Technical Report2025arXiv
Coordinated Amplification and Misinformation Detection in Global YouTube Conflict NarrativesUIC · CS 4182025
Benchmarking Algorithms for Heterogeneous Treatment Effect Estimation in NetworksUIC Technical Report2024
Ascend.AI: Facial Expression, Tone, and Pitch Analysis with Chatbot GuidanceICDSA 2024 · Springer (peer-reviewed)2024Springer
Multiagent Simulators for Social NetworksNeurIPS 2023 · MASec Workshop (peer-reviewed)2023OpenReview
Leveraging CNNs and Ensemble Learning for Automated Disaster Image ClassificationICSISCET 2023 · Springer (peer-reviewed)2023Springer

07 · Education

InstitutionDegreePeriodHighlights
University of Illinois ChicagoM.S. Computer ScienceAug 2024 - May 2026GPA 3.7 / 4.0 · NLP, Data Science, Algorithmic Fairness, Responsible AI
University of Mumbai (Thadomal Shahani Engineering College)B.E. Information TechnologyFeb 2021 - May 2024CGPA 9.32 / 10 · DSA, Theory of Computation, ML, Data Mining, Image Processing

08 · By the numbers

Contribution activity graph

09 · Correspondence

PortfolioLinkedInGoogle ScholarEmailXDiscord


Open to Software Engineering, AI/ML, and Full-Stack roles · 2026.

Surveyed and maintained by Archit Rathod · Chicago, IL

Pinned Loading

  1. sosm/temporary-road-closuressosm/temporary-road-closuresPublic

    Temporary Road Closures Database and API - GSOC 2025, 2026

    TypeScript 44 13

  2. FairLint-DLFairLint-DLPublic

    FairLint-DL: Deep Learning-Based Fairness Debugger for VS Code

    TypeScript

  3. green-pipegreen-pipePublic

    First GitLab Duo Agent implementing Green Software Foundation standards (SCI, Carbon Aware SDK, Impact Framework) with AI urgency classification and carbon-aware scheduling.

    Python

  4. Keya-Agentic-AI-assistant-for-Real-EstateKeya-Agentic-AI-assistant-for-Real-EstatePublic

    Conversational Real Estate AI Assitant

    TypeScript 1

  5. Attire-AIAttire-AIPublic

    AttireAI - Conversational Fashion Outfit Generator

    Python 11 2

  6. DSAverseDSAversePublic

    Master DSA with animated and controllable on the fly visualizations.

    JavaScript