- Built real-time Power BI dashboards integrated with the ServiceNow REST API to consolidate ticket metrics across teams, eliminating ~65% of manual reporting workflows and enabling daily KPI tracking across 10+ service categories.
- Provided hands-on technical support across Microsoft 365 (Teams, SharePoint, Outlook, Azure AD) and ServiceNow, resolving incidents and service requests while documenting resolution patterns to reduce repeat ticket volume by ~25%.
- Analyzed ticket routing patterns and SLA compliance data to identify resolution bottlenecks, streamlining incident triage and escalation workflows and improving average response time by ~30%.
leaderboard · 0 traders · save your run:
- no runs yet — allocate, then save your P&L.
crypto = live prices (keyless public APIs, ~20s) ·
indices & stocks = simulation seeded from real levels, live during each exchange's market hours ·
+/− = buy/sell · invest your $1M from cash · not investment advice
experience
- Built LLM-powered GEO evaluation pipelines (Python, FastAPI) analyzing webpage performance across generative search — automating extraction of entities, claims, and topical relevance and substantially cutting manual review cycles.
- Implemented RAG with vector embeddings to ground analyses in verified source content, improving consistency and reducing hallucinations.
- Designed backend orchestration + scoring (batch runs, caching, retries, logging) for systematic benchmarking and controlling inference cost at scale.
- Automated behavioral-health data pipelines (Python, Pandas, FastAPI) for ingestion, cleaning, and structuring — significantly reducing manual prep time.
- Spearheaded semantic search via vector embeddings to accelerate literature synthesis and pattern discovery across substances and demographics.
- Designed a privacy-first conversational chatbot (LLM APIs, structured prompts, safety rules) for anonymous addiction-awareness and self-reflection.
- Built a centralized portfolio analytics platform (FastAPI + Next.js) consolidating multi-strategy portfolios — substantially reducing reconciliation time and improving sector-level visibility.
- Led sector-exposure decomposition + rotation logic surfacing hidden concentration risk; guiding reallocations that improved returns vs. the prior workflow.
- Designed an LLM-assisted analytics layer (Pinecone vector search) to contextualize sector moves, flag abnormal concentration/drift, and accelerate risk discussions.
education
BCS, Computer Science (Honours)
Statistics Minor
University of Waterloo
Elite & President’s Scholarship · $50,000
Group I Distinction · Waterloo Euclid Contest
Bloomberg Market Concepts (BMC)
Sep 2024 – Aug 2029
Waterloo, ON
projects
BulkPilot latest
Embedded Shopify App — Bulk Price Editor with One-Click Rollback
250
variants per
API chunk
API chunk
1-click
full
rollback
rollback
snapshot
every edit
persisted
persisted
live
before/after
preview
preview
- Bulk-edit product variant prices across a merchant's catalog with a live before/after
preview, then undo any change — treating bulk edits like database migrations:
preview → apply → roll back. Filter with Shopify's native
search (
vendor:,tag:), pick an adjustment (set / ±% / ±amount / round to .99), and apply. - Applies changes via the GraphQL Admin API (
productVariantsBulkUpdate), grouped by product and chunked to the 250-variant API limit, with per-variant partial-failure handling. - Snapshot-based rollback: each operation persists prior prices via Prisma — rollback replays the snapshots to restore exact pre-edit prices, so a 500-variant markdown gone wrong is reversible in one click.
- Built on Shopify's official embedded-app stack (React Router template, Polaris, App Bridge) running against a real Shopify development store.
QuantCore
Real-Time Options Pricing & Risk Engine
69×
GPU vs NumPy
@ 10M paths
@ 10M paths
<0.01%
pricing error
vs market
vs market
4.4ms
p99 WebSocket
latency
latency
4.5%
VaR breach rate
5% nominal
5% nominal
- C++ Black-Scholes + Monte Carlo pricing engine with analytic Greeks, validated to <0.01% against real market option prices via per-strike implied-vol inversion across 335 liquid SPY/AAPL options.
- GPU-accelerated Monte Carlo (Apple Metal, Philox PRNG): 69× over vectorized NumPy at 10M paths, 23.5× at the typical 1M-path workload — full host↔GPU transfer included, M3 10-core GPU. CPU path also SIMD + multithreaded (3.8–4.1× over NumPy).
- Portfolio VaR backtested on 4 years of real multi-asset data: breach rate 4.5% vs. 5% nominal over 851 days, captured the April 2025 tariff shock.
- FastAPI WebSocket streaming to a Next.js scenario-analysis dashboard — p99 4.4ms end-to-end (localhost), validated end-to-end with Playwright.
CodeShift
LLM Python 2→3 Migration Tool & Benchmark
95.1%
pass rate
41 cases
41 cases
byte≡
Gemini = Claude
pass/fail results
pass/fail results
41
pre-registered
test cases
test cases
2/41
shared failures
same root cause
same root cause
- Migration agent: parso-based analyzer (Python 2 can't be
parsed by Python's native
ast) + LangChain repair loop with a sandboxed test-feedback cycle. - 41-case behavioral benchmark with a pre-registered failure taxonomy written before results were collected; every oracle bite-checked to fail on unmigrated source before measurement.
- Gemini 2.5 Flash and Claude Sonnet 4.6 produced byte-identical
pass/fail on all 41 cases (95.1%), both failures isolating a
shared, cross-model inability to emit
raise … from Noneduring exception migration.
skills
Languages
Python
TypeScript · JavaScript
Java
C · C++ · C#
Swift
Racket · Lisp · Scheme
SQL · GraphQL · Cypher
HTML / CSS
AI / ML
TensorFlow · Keras
Scikit-learn
NumPy · Pandas
OpenCV · Matplotlib
LLM / Agents
LangChain
LangGraph
LlamaIndex
RAG
Vector Embeddings
Web
React · Next.js
Node.js
FastAPI
Flask · Django
Electron · SwiftUI
Tailwind CSS · Vite
Systems
Apple Metal GPU
SIMD / NEON
Multithreading
pybind11
Data & Cloud
PostgreSQL
Neo4j · Pinecone
Supabase
AWS (EC2) · Azure
Vercel · Render
Cloudflare Workers
Fly.io · Docker
BullMQ
APIs / Integrations
OpenAI · Gemini
Grok
Perplexity Sonar
Twilio · ElevenLabs
Spotify · VAPI
Tools & Libraries
Git · Bash · Linux
CI/CD
Cursor · Figma
Postman · JIRA
D3 · framer-motion · gsap
Jest · Selenium
BeautifulSoup
github
contribution activity
@gkhurana21 ↗
less
more



