Ishar Ghura

I build ML systems and the infrastructure they run on. Computer Science at Carleton University, graduating 2027.

ML engineer at Frizzle (YC S25) and JSI. Worked with G-Research and Meta as an MLH Fellow on open-source and production engineering.

Experience

Chalkalong demo: photographing a derivative problem and watching the narrated whiteboard lesson

Founder

Chalkalong · Sep 2026 – Present

Snap a photo of a math problem and get a narrated, step-by-step whiteboard lesson you can interrupt with questions.

Diagram: student work routed across Vertex AI, Azure, Bedrock and OpenAI, then scored by an LLM judge

ML Engineer Intern

Frizzle (YC S25) · May–Aug 2026

Built the LLM inference engine and LLM-as-a-judge evals for grading handwritten math. Fine-tuned Gemini on real student data.

Diagram: E2E test CLI, then Armada scheduling jobs across Kubernetes clusters

Software Engineer Fellow

G-Research × MLH · May–Aug 2026

Open-source infra on Armada, a multi-cluster Kubernetes batch scheduler. Built E2E test tooling and redesigned the Spark-on-K8s build.

Diagram: benchmark grid scoring models on accuracy, latency, cost and policy

ML Engineer Intern

JSI · Jan–Apr 2026

Built a benchmarking platform that evaluates 50+ models across 100+ language pairs, running on vLLM, Triton, and Kubernetes.

Diagram: Postgres primary fails over to a replica while backups stream to object storage

AI Infra Engineer Intern

JSI · Sep–Dec 2025 · Stars Award

Ran highly available PostgreSQL on Kubernetes (AWS) for AI workloads, with point-in-time recovery and Prometheus/Grafana observability.

Diagram: an Airflow DAG running tasks in order

Software Engineer Fellow

Apache Airflow × MLH · Sep–Dec 2025

Contributed to Apache Airflow with guidance from AWS engineers. Sponsored by RBC.

Diagram: requests through an NGINX rate limiter to app replicas

Production Engineer Fellow

Meta × MLH · Jun–Sep 2025

Picked as 1 of 44 from 4,000+ applicants for the Meta × MLH fellowship. Tuned NGINX to handle 10k+ req/min at 99.9% uptime and cut manual deploy time by 90%.

Diagram: Devpost project page to team members, their past GitHub repos, compared against the submission and flagged

Founder

HackVerify · Mar 2025 – Mar 2026

Automated hackathon plagiarism detection that flags suspicious submissions using Devpost links.

Diagram: ETL pipeline moving rows from source to target

Data Engineer Intern

Global Affairs Canada · Jun–Dec 2024

Built ETL pipelines and T-SQL migrations to move government data accurately between systems.

Diagram: Google Sign-In through Supabase Auth into a mood check-in screen

Software Engineer

SunnySide · Apr 2024 – Sep 2025

Built Google Sign-In with Supabase Auth and mood-tracking React Native screens for a mental health app.

Also

Projects

Outside of work

I play guitar. Covers and originals are on YouTube →