Mahanyas Baira portrait
Open to SWE / ML internships · Summer 2026

Mahanyas Baira.

CS @ Colorado State building AI-first tools. ML research, hackathon wins, and systems that ship.

Fort Collins, Colorado·mahanyasbaira16@gmail.com
About

I build systems that ship, and research that holds up.

I’m a CS student at Colorado State splitting time between AI research at the AI-LEAF institute, systems engineering for the College of Engineering, and shipping AI-first web tools. I like problems where the right answer needs both a model and a deploy pipeline.

In the last year I’ve won two hackathons, been featured in The Rocky Mountain Collegian for phishing-awareness work, and shipped a research platform with sub-second semantic search over 1,000+ papers.

Degree
B.S. Computer Science
School
Colorado State University
Graduation
Dec 2027
Based in
Fort Collins, CO
Experience

Where I've shown up.

Systems, security, and research roles, each one measured in what shipped.

  1. E
    Jan 2026Present · Part-time · On-site · Fort Collins, CO

    Infrastructure, automation, and security posture for the college IT environment.

    • Administered 1,200+ Active Directory accounts and 50+ Group Policies to harden security posture.
    • Built Python audit scripts that raised account compliance by 30% across the college.
    • Deployed 600+ Windows endpoints via SCCM imaging + MDT, cutting provisioning time by 40%.
    • Automated 25+ recurring tasks with PowerShell and Python, freeing recurring sysadmin hours.
    Active DirectoryGroup PolicyPythonPowerShellSCCMMDT
  2. M
    Mar 2025Present · Part-time · On-site · Fort Collins, CO

    Desktop support, imaging, and account management for a 24/7 research library environment.

    • Operated Active Directory, PDQ Deploy, and Microsoft Entra ID for daily sysadmin workflows.
    • Supported user account lifecycle, software deployment, and imaging across shared workstations.
    • Partnered with the library IT team to improve ticket turnaround and service reliability.
    Active DirectoryPDQ DeployEntra IDImagingTicketing
  3. L

    Undergraduate Research Scholar · AI-LEAF

    ·AI-LEAF Institute
    Sep 2025Jan 2026 · Research · Remote · Remote

    Year-long NSF-backed scholars program applying AI to agriculture and forestry.

    • Collaborated across universities to translate AI research into fact sheets and real-world apps.
    • Strengthened remote sensing, data science, and science-communication toolkit.
    • Mentored by graduate students and faculty driving AI-LEAF research threads.
    Remote SensingData ScienceScience Communication
  4. C
    May 2025Dec 2025 · Internship · Hybrid · Fort Collins, CO

    Vuln management, incident response, and security awareness across the CSU system.

    • Executed vulnerability scans and triaged 200+ risks via Splunk, Nessus, Qualys, and Wireshark.
    • Ran 350+ Nessus scans and co-led campus-wide phishing awareness; featured in The Rocky Mountain Collegian.
    • Engineered Python and PowerShell automation for user management and detection pipelines.
    SplunkNessusQualysWiresharkPythonPowerShellEntra ID
  5. H

    AI/ML Research Intern

    ·Harvard University
    Jun 2023Oct 2023 · Internship · Remote · Remote

    Neural-network research mentored by Dr. Aleksandar Jevremović.

    • Developed and optimized 3+ neural network models in Python, TensorFlow, and PyTorch.
    • Leveraged HPC clusters to cut model training time by 25%.
    • Authored a 15-page research paper on sentiment analysis and opinion mining methodologies.
    TensorFlowPyTorchPythonCNNHPCSentiment Analysis
  6. D

    Design Tech & Robotics Captain · ICT Captain

    ·DRS International School
    Aug 2022May 2024 · Full-time · On-site · Hyderabad, India

    Led the school-wide robotics and ICT program with hands-on projects, workshops, and mentoring.

    • Captained the Design Technology & Robotics Club, running hackathon-style builds and workshops.
    • Directed ICT events end-to-end: stage tech, video production, and cross-grade tech support.
    • Mentored juniors on programming, design, and robotics competitions.
    LeadershipTeam ManagementGraphic DesignVideo EditingRobotics
Projects

Things I’ve built end-to-end.

Full-stack, ML, and VR, each one shipped with its own metric that matters.

NeuroSync

Multimodal brain-encoding model inspired by Meta AI’s TRIBE v2.

Research implementation that fuses video, audio, and text embeddings to predict fMRI responses across 1,000+ cortical parcels. Mirrors the TRIBE v2 architecture with a shared cross-modal transformer and per-subject adapters.

Cross-modal brain encoder matching TRIBE v2 on held-out subjects.
Multimodal encoding pipeline
  1. Inputs
    Video framesAudio waveformTranscripts
  2. Modality encoders
    ViT / CLIPWhisperText LLM
  3. Fusion
    Cross-modal transformer
  4. Output
    fMRI parcel predictions
PyTorchTransformersCLIPWhisperfMRIPython

HybridHerd

ML pipeline for precision-livestock classification.

Research project under AI-LEAF: multi-modal model fusing vision and sensor data to classify cattle behavior. Improved classification accuracy +20% over the baseline across 11,000+ sensor events.

+20% classification lift across 11,000+ events.
Fusion classifier
  1. Sensors
    Camera feedIMU + GPS
  2. Feature extractors
    ResNet featuresTime-series net
  3. Fusion head
    Late-fusion MLP
  4. Output
    Behavior class
PyTorchscikit-learnHugging FacePythonHPC

AgriVerse VR

Immersive VR training sim for agricultural workflows. 1st Place.

Won 1st Place at the CSU Engineering Innovation Challenge. Unity and Meta Quest experience that teaches precision-agriculture workflows through interactive VR scenarios built on real farm data.

1st Place at the CSU Engineering Innovation Challenge.
VR runtime
  1. Data
    Farm GISWeather API
  2. Scene authoring
    Blender assetsUnity scene graph
  3. Simulation
    Precision-ag scenarios
  4. Headset
    Meta Quest 3
UnityC#Meta QuestBlenderAI-LEAF Data

AI Form Builder

Describe a form in English, get a production-ready component.

Typescript-first form generator. A prompt describes intent, the LLM produces schema, Zod validation, and accessible React components with shadcn/ui, ready to drop into any Next.js app.

English prompt to typed, validated form in under 10 seconds.
Prompt to component pipeline
  1. Input
    Natural-language prompt
  2. LLM planner
    GPT schema planner
  3. Code gen
    Zod schemaReact + shadcn/ui
  4. Output
    Typed .tsx file
Next.jsTypeScriptOpenAIZodshadcn/ui

Employee Management App

Full-stack onboarding and HR workflows with role-based access.

Internal tool for managing employee records, role-based permissions (RBAC), and onboarding checklists. Drizzle ORM schema with audit trails and typed server actions.

Typed server actions, full audit trail, RBAC-first.
RBAC data flow
  1. Client
    Next.js UI
  2. Server actions
    Typed server action
  3. Policy
    RBAC guardAudit log
  4. Data
    Postgres + Drizzle
Next.jsTypeScriptDrizzle ORMPostgreSQLRBAC
Hackathon wins

First-place finishes.

Two hackathons, two first-place podiums, both with working demos judged on stage.

Mahanyas presenting at the Hack4Health podium with the Colorado flag.
Team working together at Hack4Health.
Hack4Health 2026 · 2026 · Colorado State University

Hack4Health 2026 · Campus Safety Track

🏆 1st Place

Built a real-time phishing + scam detector for college students in 24 hours. Pitched on-stage to a judging panel; the work carried through to a Rocky Mountain Collegian feature on CSU-system cyber outreach.

PythonReactML Classifier
Team holding the oversized 1st-place check for AgriVerse VR.
Demoing AgriVerse VR on Meta Quest.
CSU Engineering Innovation Challenge · 2025 · Colorado State University

AgriVerse VR · Engineering Innovation Challenge

🏆 1st Place

Led the build of an immersive VR training experience for precision agriculture on Meta Quest. Judged first out of 40+ teams across the College of Engineering.

UnityC#Meta QuestBlender
Technical

Stack I reach for.

Tools I’ve used in production, research, or graded coursework, not a buzzword wall.

Languages

PythonPython
TypeScriptTypeScript
JavaScriptJavaScript
JavaJava
C++C++
CC
SQLSQL
PowerShellPowerShell

Frameworks & Libraries

Next.jsNext.js
ReactReact
Node.jsNode.js
Tailwind CSSTailwind CSS
Framer MotionFramer Motion
Drizzle ORMshadcn/ui

Data & Databases

PostgreSQLPostgreSQL
FirebaseFirebase
PandasNumPyPower BI

Cloud & DevOps

AWSAWS
GCPGCP
AzureAzure
TerraformTerraform
VercelVercel
DockerDocker
GitGit
GitHub ActionsGitHub Actions

AI / ML

PyTorchPyTorch
TensorFlowTensorFlow
scikit-learnscikit-learn
Hugging FaceGeminiOpenAI

IT & Security

Active DirectoryGroup PolicySCCMMDTNessusTenable.scSplunkBurp SuiteWiresharkEntra IDPDQ Deploy

Tools

UnityUnity
BlenderBlender
FigmaFigma
Meta Quest SDKLinearJira
Certifications

Verified credentials.

Click any card to open the issuer's verification page.

Community

Showing up off the clock.

Education · 2025-08Present

Computer Science Peer Mentor

CSU College of Natural Sciences
  • Mentor first- and second-year CS students on coursework, study habits, and career pathways.
  • Run weekly office hours alongside faculty and share tools, internship tips, and campus resources.
Social Services · 2022-102023-06

Director of IT, Interact Club

Rotary International · Interact
  • Ran the tech stack for a Rotary-sponsored service club: AV, registrations, and comms.
  • Led Cyber Safety workshops for kids under 10, teaching how to stay safe online with parents in the room.
  • Supported Book Donation Drive, Paper Collection, and adult literacy teaching programs.
At HackPrinceton, Princeton University
HackPrinceton · 2-day on-campus hackathon
Volunteering at the CSU AI Symposium
CSU AI Symposium · Microsoft & Accenture panel
GitHub live

What I’ve been pushing.

Pulled live from my public GitHub.

Top languages
mahanyasbaira top languages
Contributions · last 30 days
mahanyasbaira recent contributions
Let’s build something

Say hi, we’ll figure out the rest.

Best via email. I reply within a day, sooner if it’s about ML research, hackathons, or anything weird and ambitious.