Open to internships and new-grad roles · Class of 2027

Mohammed Mutee Ruknuddin

Software & AI Engineer · Computer Science undergraduate, KL University

I build AI agents with guardrails, machine-learning systems that are measured honestly, and real-time web applications that people actually run. Contributor to Kubernetes. AWS and Oracle Cloud certified.

01 · Journey

From first commit to Kubernetes.

Everything here is dated and linked. Newest first.

  1. Oct – Nov 2026

    Fraud detection hackathon and HackerRank Orchestrate, October edition

    Led the modelling on a cost-aware approve / OTP / block system for card and UPI payments at the KLU ML-02 hackathon (team Foundry AI). Ranked 668 of 4,094 at HackerRank's October Orchestrate by building and deploying an AI agent.

  2. Sep 2026

    Co-authored a conference paper · Calibo AI Academy

    Co-author of A Hybrid DistilBERT-CNN-BiLSTM-Attention Architecture for Sarcasm Detection in News Headlines, presented at ICDPN-2026 (25–26 Sep). In parallel, completed data-engineering and analytics builds at Calibo AI Academy: a hospital patient-care ETL pipeline, retail category intelligence and a Power BI sales dashboard.

  3. Jul – Aug 2026

    Wapas at the Razorpay AI Buildathon · Token Queue Management System

    Built Wapas, a revenue-recovery agent that diagnoses failed payments and runs bounded recovery workflows under deterministic guardrails, evaluated against a control group. Shipped a real-time token queue system with thermal printing and a public TV display, plus a patched QZ Tray build so trusted origins can print silently.

  4. May – Jun 2026

    Sentinel at HackerRank Orchestrate · ERPNext for a textile business · Traffic forecaster

    Built Sentinel, a support-triage agent with hybrid retrieval and a hallucination auditor, in the 24-hour May Orchestrate hackathon. Set up and implemented ERPNext for a textile shop in the UAE and built a Telegram bot so warehouse staff can log stock movements in plain language. Built the Traffic Impact Forecaster for the Flipkart Round 2 evaluation.

  5. Apr 2026

    AWS certified twice · SRE Sandbox on Hugging Face

    Passed AWS Certified AI Practitioner and AWS Certified Cloud Practitioner in the same week. Released SRE Sandbox, an OpenEnv-compliant environment that deliberately breaks Linux services and scores AI agents on how they diagnose and repair them.

  6. Jan 2026

    First merged pull requests in Kubernetes

    Fixed a CI job that hung for over 13 hours in kubernetes/kubernetes by defaulting the cross-platform typecheck to serial execution, merged the same day. Fixed a crashing cleanup trap in the Windows end-to-end test runner. Updated stale declarative-validation docs on kubernetes.io. Also earned the Automation Anywhere Essentials certification.

  7. Dec 2025

    Agentathon 2025 · first AI agents and ML tools

    Built a multi-agent marketing decision engine for small businesses at GDG Hyderabad's 24-hour Agentathon and deployed it to Google Cloud Run. Shipped the Mail & Link Authenticator phishing detector and YouTube Comment Lens, and launched the first version of this portfolio.

  8. Oct 2025

    Oracle Cloud certified

    Earned OCI Cloud Architect and OCI Developer Professional, after a year of running Ubuntu as a daily driver, provisioning AWS EC2 and RDS in lab environments, and building CI/CD pipelines with Jenkins, Docker and GitLab.

  9. 2023 – 2024

    Started B.Tech in Computer Science at KL University

    Foundations in data structures, operating systems, networks and databases. First full-stack project: an employee management system with a React frontend and Spring Boot backend, containerised with Docker and deployed through a Jenkins pipeline.

02 · Projects

Things I've built.

Each card says what the project does, what it achieved, and where the code is. Numbers come from the repositories' own evaluation runs.

AI agent · RAGHackerRank Orchestrate · May 2026

Sentinel

A support-triage agent for three product domains. A rule engine routes and escalates first, hybrid retrieval (FAISS plus BM25 with reciprocal rank fusion) finds the policy, Gemini drafts the reply, and an auditor strips any claim it cannot find in the corpus.

  • Four-stage pipeline: triage, retrieve, generate, audit
  • Prompt-injection and fraud triggers escalate in under 5 ms
  • Python
  • Gemini
  • FAISS
  • BM25
  • Pydantic
AI evaluation · LinuxOpenEnv · Apr 2026

SRE Sandbox

An OpenEnv-compliant environment that breaks its own Linux container (nginx config, DNS, firewall, disk, permissions, cascading failures) and scores an AI agent on how it diagnoses and repairs the damage with bash.

  • 8 scenarios from easy to cascade · dense regex-based rewards
  • Command sanitiser with 17 blocked patterns · 90+ unit tests
  • Python
  • FastAPI
  • Docker
  • Bash
  • Hugging Face
Machine learning · FintechKLU ML-02 Hackathon · Nov 2026

Payment Fraud Decision System

Scores every card or UPI transaction and decides approve, step-up OTP, or block, with cut-offs chosen by rupee cost rather than a default 0.5 threshold. The same pipeline finds strong signal in real card data and correctly finds none in a simulated UPI set.

  • 0.796 PR-AUC on card data, 610× random · ROC-AUC 0.982
  • 78% of fraud caught at the cost cut-off · 81% lower expected cost than doing nothing
  • Python
  • XGBoost
  • Random Forest
  • SMOTE
  • Isolation Forest
Real-time web · OperationsJul 2026

Token Queue Management System

A visitor queue for offices and hospitals: reception issues thermal-printed tokens, cabin operators call and process them across configurable levels, and a public TV display announces tokens by voice. Admins manage users, cabins and sessions with live analytics.

  • Socket.IO pushes every change to all screens instantly
  • Thermal printing over raw TCP, USB or the browser via QZ Tray
  • Next.js 16
  • React 19
  • PostgreSQL
  • Prisma
  • Socket.IO
  • NextAuth
Machine learning · GeospatialFlipkart Round 2 · Jun 2026

Traffic Impact Forecaster Pro

Predicts the impact of traffic incidents in Bengaluru with an XGBoost classifier, enriched with live TomTom congestion and OpenWeatherMap visibility. An LLM incident-commander chat suggests resource deployment, and one click produces a PDF incident report.

  • ~94% classification accuracy on incident impact
  • Automatic model fallback between NVIDIA NIM endpoints on rate limits
  • Python
  • XGBoost
  • Streamlit
  • Folium
  • NVIDIA NIM
Security · MLJan 2026

Mail & Link Authenticator

Phishing detection for URLs and email text. Structural URL features feed a Random Forest, TF-IDF email features feed Naive Bayes, and heuristic overrides make sure raw-IP links and "urgent password reset" patterns are never missed. Supports bulk and CSV scanning.

  • Hybrid engine: ML verdicts with rule-based overrides
  • Deployed frontend on Vercel, stateless FastAPI backend
  • React
  • TypeScript
  • FastAPI
  • scikit-learn
AI agent · Multi-agentAgentathon 2025 · GDG Hyderabad

Autonomous Marketing Agent for MSMEs

Finance, inventory, competitor and audit agents analyse a small business's data and recommend whether to launch a campaign, clear dead stock or hold cash. A crisis-simulation mode forces the strategy to pivot from growth to survival.

  • Built and deployed to Google Cloud Run in 24 hours
  • Append-only audit log of every AI decision
  • Python
  • Streamlit
  • Gemini
  • GCP Cloud Run
AI agent · ERP integrationMay 2026

ERPNext Telegram Bot

Lets warehouse staff say "moved 50 metres of red cotton from main store to the shop floor" in Telegram. Gemini function-calling maps the words to item codes and warehouses through FastMCP tools, checks stock, and creates the ERPNext entry only after a human confirms.

  • Built for a textile business running ERPNext in the UAE
  • Human-in-the-loop before every write
  • Python
  • Gemini
  • FastMCP
  • ERPNext REST

Also built

All repositories on GitHub →

03 · Open source

Merged into Kubernetes.

Three merged pull requests across the core repository, the documentation site and the Windows testing infrastructure. Twelve pull requests opened in total across Kubernetes, OpenWISP, AMP and Resume-Matcher.

04 · Skills

What I work with.

Languages

  • Python
  • Go
  • C++
  • C
  • SQL
  • Bash
  • TypeScript
  • Java

AI & machine learning

  • RAG
  • FAISS
  • BM25
  • LangChain
  • MCP / FastMCP
  • Gemini
  • NVIDIA NIM
  • XGBoost
  • scikit-learn
  • PyTorch
  • Hugging Face

Backend & web

  • FastAPI
  • Flask
  • Next.js
  • React
  • Node.js
  • PostgreSQL
  • Prisma
  • Socket.IO
  • Redis
  • ERPNext / Frappe

Cloud & infrastructure

  • Linux
  • Docker
  • Kubernetes
  • AWS
  • GCP
  • OCI
  • Vercel
  • Jenkins
  • GitHub Actions
  • CI/CD

05 · Credentials

Certifications and recognition.

Education

B.Tech, Computer Science & Engineering

KL University, Guntur, India · Expected May 2027

8.9 / 10 CGPA Data structures · Operating systems · Networks · Distributed systems · Machine learning

06 · Contact

Let's talk.

Internships, new-grad roles, open-source collaboration, or a hard technical question. I reply to everything.