Selected work · 2024–2026

Different projects. One consistent instinct: understand the system.

From an offline ASL translator and award-winning education platform to malware triage, source-linked RAG, and a 64-bit operating system. Each case study explains the decisions—not just the stack.

The four projects that best represent my systems depth, AI engineering judgment, machine-learning foundation, and product execution.

boot: entering long mode
gdt: loaded
paging: initialized
kernel: ready
akkash-os> _
01Fall 2025

Systems programming · OS internals

64-bit operating system

A small operating system that boots from hand-written assembly into a 64-bit C kernel and interactive shell.

16 → 32 → 64 bitBoot stages
  • C
  • x86 Assembly
  • QEMU
  • GDT
View case study

STATIC ANALYSIS

01 File type + PE headers verified02 YARA indicators verified03 Model interpretation inferredNO EXECUTION · FAIL CLOSED
02Spring 2026

AI product · Security tooling

Malware triage tool

A safety-first analysis pipeline that turns static evidence and external lookups into a structured, plain-English report.

Static onlyAnalysis posture
  • Python
  • React
  • Claude API
  • YARA
View case study
GRAD-CAM / MODEL ATTENTION
032024

Machine learning · Computer vision

Radiography classification

A multi-class chest X-ray classifier paired with an interpretability dashboard for non-technical review.

≈17K imagesTraining corpus
  • TensorFlow
  • Keras
  • MobileNetV2
  • Streamlit
View case study

STEM FORGE

What do you want to learn?

Adaptive quizCoding labCustom course
LOCAL MODEL · READY
04Fall 2025

AI education · Full-stack product

STEM Forge

An award-winning, local-first learning platform that generates adaptive quizzes, coding problems, and custom courses.

Best AI IntegrationRecognition
  • Python
  • FastAPI
  • React
  • Gemma 3n
View case study

Local AI, agent evaluation, accessibility, retrieval, developer tools, Linux, networking, and human-centered product work.

CODIVUS

Programming help, running locally.

Ask with contextRetrieve learning materialPractice in the flow
OLLAMA · OFFLINE
052026

AI education · Offline-first software

Codivus

An offline AI programming-education platform combining local language models with retrieval-augmented learning workflows.

Offline firstExecution
  • React
  • FastAPI
  • Ollama
  • RAG
View case study
AGENT CONSISTENCYTEST TASKS
06Cal Hacks

AI agents · Evaluation

BenchMind

An agent-benchmarking platform built during Cal Hacks to make AI-agent behavior easier to compare and reason about.

Cal HacksBuilt at
  • AI Agents
  • Benchmarking
  • Evaluation
  • Hackathon
View case study
QUALITYLATENCY
072025–2026

AI systems · Performance engineering

Open-weight LLM benchmarking

A reproducible evaluation framework for choosing local language models based on capability and inference trade-offs.

4 comparedModel families
  • Python
  • Ollama
  • Gemma
  • DeepSeek
View case study
CAMERA INPUT
GESTURE → TEXT → SPEECHOFFLINE · PRIVATE
08Summer 2025

Multimodal AI · Accessibility

ASL translator

An offline-first multimodal pipeline translating webcam ASL gestures into English text and speech.

Live webcamInput
  • OpenCV
  • Gemma 3n
  • FastAPI
  • Ollama
View case study
TRANSCRIPTMILVUSANSWERSource 12:42 ↗
09Summer 2025

Retrieval systems · Data engineering

YouTube RAG

A transcript-ingestion and retrieval service where every generated answer points back to its source and timestamp.

TranscriptsData type
  • Python
  • FastAPI
  • OpenAI
  • Milvus
View case study

WRITING PLAN

Interpret the prompt Build an argument Support with evidence Revise for clarity68% complete
102026

AI product · Developer tooling

Scaffold

A collaborative writing assistant that decomposes rubrics into tasks and gives feedback as a document evolves.

HackathonBuild format
  • TypeScript
  • Claude API
  • Browser Extension
  • Google Docs
View case study

CURAPOINT

01 Understand the need02 Find the next step03 Move forward clearlyHEALTHCARE ACCESS
112026

Healthcare access · Product engineering

CuraPoint

A healthcare-access application exploring how software can make a complicated, high-friction journey easier to navigate.

HealthcareDomain
  • Product Design
  • Healthcare Access
  • Application Development
View case study
systemctl: active
journal: clean
hyprland: ready
permissions: verified
aakkash@arch ~ $ _
12Summer 2025–Present

Linux · Systems operations

Arch Linux environment

A hand-configured Arch Linux daily driver with Hyprland, custom services, logging, permissions, and automated setup.

Daily driverRole
  • Arch Linux
  • Hyprland
  • systemd
  • Bash
View case study

ENROLLMENT NETWORK

STUDENTINSTRUCTORADMIN
TCP/IP · ROLE-BASED ACCESS
13Spring 2025

Software engineering · Networking

Enrollment system

A Java client-server application supporting concurrent students, instructors, and administrators with role-based permissions.

3User roles
  • Java
  • TCP/IP
  • Sockets
  • Multi-user architecture
View case study