◈ GOOD MORNING. INITIALIZING INTERFACE...
PS C:\Stark\krrish-l\portfolio> Invoke-Identity
KRRISH
ML ENGINEER◆ECE @ WATERLOO◆AI BUILDER◆F1 · BARCA
JARVIS // IDENTITY MODULE
PS C:\Stark\krrish-l> Get-Stark-Identity | Format-List
Name : "Krrish Lala"
University : "University of Waterloo"
Program : "Computer Engineering"
CurrentRole : "MLE Intern @ Rogers Communications"
Passions : @("AI/ML", "FPGA", "F1", "OSS", "Barcelona")
Credential : "NVIDIA Aerial 6G Developer" ✓ Verified
SuitStatus : $ArcReactor.IsOnline = $true █
TEAM
ROGERS AI
STACK
PYTHON
CLOUD
AZURE
TYRES
SOFT
SUIT
MARK L
SECTOR
1A ✓
01
OPEN COMMS
●CHANNELS ONLINE
[EMAIL]k2lala@uwaterloo.ca
[GITHUB]github.com/l-krrish
[LINKEDIN]/in/krrish-lala
[SUBSTACK]krrishlala.substack.com
●SEEKING DEPLOYMENT
→ Co-op / Internship — Fall 2026
→ ML / AI Engineering roles
→ Systems + Embedded opportunities
→ Open Source collaborations
SUIT.STATUS = "READY_FOR_DEPLOYMENT"
LOCATION = Waterloo, ON, CA
02
SUIT UPGRADES
CUDA · 6G
2025
GPU SIGNAL PROCESSING MODULE
Custom real-time signal processing module built inside NVIDIA's open-source Aerial Framework — the stack powering AI-native 6G base stations. Implemented a GPU-accelerated ScaleModule applying element-wise scaling across float tensors at microsecond latency, with CUDA graph integration, stream-mode execution, and production memory management.
C++20CUDACMakeNVIDIA Aerial6G
→ VIEW ON GITHUB
PROJ-001 // AERIAL · 6G
SYSTEMS · OS
2025
BARE-METAL ARM OS
Bare-metal operating system for Raspberry Pi following the Baking Pi tutorial series. Built from scratch in ARMv6 assembly — GPIO, framebuffer graphics, UART, and interrupt handling with no OS abstractions.
ARM AssemblyARMv6Raspberry PiBare-Metal
→ VIEW ON GITHUB
PROJ-002 // BARE-METAL · ARM
HARDWARE
2024
RAY-SPHERE FPGA ENGINE
Ray-sphere intersection engine on DE1-SoC FPGA. 3-stage pipeline with Q10.6 fixed-point arithmetic achieving ~30× CPU speedup. Built at IC Hacks hackathon — Junior Division.
VerilogDE1-SoCFixed-PointFPGA
→ VIEW ON GITHUB
PROJ-003 // 30× SPEEDUP
EMBEDDED · AI
2024
AURA THERAPY BOT
Arduino + Azure OpenAI for delirium patients at Grand River Hospital. DSP audio pipeline with real-time LLM integration for patient engagement and support.
ArduinoAzure OpenAIDSPC++
→ VIEW ON GITHUB
PROJ-004 // ECE 198 · GRH
IC DESIGN
2025
5T OP-AMP (SKY130A)
Five-transistor op-amp in XSchem using SkyWater Sky130A PDK as part of UW ASIC team analog onboarding. Targeting TinyTapeout chip fabrication.
XSchemSky130AAnalog CMOSngspice
PROJ-005 // UW ASIC
CHATBOT
2024
MOGRA ASSIST
Multi-turn conversational chatbot powered by Gemini API with Flask backend. Context-aware responses with custom system prompting and session management.
Gemini APIFlaskPythonHTML/CSS
PROJ-006 // CHATBOT
03
OPEN SOURCE
NVIDIA / DYNAMO
✓ MERGED
Benchmarking Script Bug Fix
Fixed a regression in the benchmarking script for NVIDIA's Dynamo LLM inference platform. Bug caused incorrect throughput measurements under high-load scenarios, affecting performance profiling accuracy.
→ PR #5856 · python · inference
→ VIEW ON GITHUB
PLATFORM: LLM Inference
LANG: Python
IMPACT: High
GOOGLE-CLOUD / PYTHON-LOGGING
⊘ CLOSED
Python Logging SDK Sample
Contributed a code sample to Google Cloud's python-logging SDK demonstrating structured log emission with metadata. PR closed as duplicate — contribution independently validated the approach.
→ PR #1079 · python · cloud-logging
→ VIEW ON GITHUB
PLATFORM: Google Cloud
LANG: Python
FIREBASE / ADMIN-PYTHON-SDK
◎ IN PROGRESS
Remote Config Implementation
Working on Remote Config feature for the Firebase Admin Python SDK — adds server-side programmatic access to Remote Config, enabling dynamic config updates from Python backends.
→ Remote Config module · firebase-admin
PLATFORM: Firebase
LANG: Python
STATUS: Active
TOTAL PRs
3
MERGED
1
ORGS
3
ORGS CONTRIBUTED TO
NVIDIA
Google Cloud
Firebase
CREDENTIAL
✓ NVIDIA AERIAL // 6G DEV
GITHUB
l-krrish →
04
TECH STACK
// LANGUAGES
Python
C / C++
Rust
Java
JavaScript / TypeScript
Assembly (ARM / x86)
SQL / HTML / CSS
// FRAMEWORKS & TOOLS
Next.js / React / Node.js
Flask / SpringBoot
PostgreSQL / MySQL
Snowflake / Snowpark
Git / GitHub Actions
Verilog / FPGA
XSchem / Sky130A
// AI & APIs
RAG / Embeddings
Azure OpenAI / Copilot
LangChain
Gemini API / RESTful
HuggingFace (Flan-T5)
LLM Fine-tuning
// CLOUD & LIBRARIES
Azure / Power Platform
AWS
Google Cloud Platform
PyTorch / TensorFlow
Pandas / NumPy
Matplotlib
05
MISSION LOG
Rogers Communications
Jan 2026 – Present · Toronto, ON
ML Engineer / AI Intern
Building production-ready AI on the AI Strategy & Innovation team across Customer Care, Network Ops, HR, Sales & Retail. Architected RAG-based HLD auto-filler with Snowflake vector store + GPT-4o embeddings. Built Copilot Studio + Power Automate frontend. Full Azure OpenAI and Microsoft 365 ecosystem access.
BMS Solutions
Summer 2025 · Dubai, UAE
Software Development Intern
Developed internal tooling and customer-facing software. Contributed to full-stack development in a fast-paced consultancy, shipping production features across multiple client projects.
06
STARK ACADEMY
UNIVERSITY OF WATERLOO
BASc — Computer Engineering
Sept 2025 – Apr 2030 (expected)
ECE 150 C++
ECE 105 Physics
ECE 198 Project
MATH 115
MATH 117
Co-op program with 6 work terms. 1A completed. Currently on first co-op at Rogers Communications — AI Strategy & Innovation.
UW ASIC TEAM
ANALOG IC
CO-OP
CURRENT STATUS
1A Complete ✓
First term of Computer Engineering successfully completed. Currently on co-op at Rogers Communications — AI Strategy & Innovation team.
EXTRACURRICULAR
SUBSTACK
krrishlala.substack.com
HACKATHON
Box Bots Hackathon
HACKATHON
UofT IEEE Hackathon
CLUB
UW ASIC Design Team