00 / Abstract
AI Engineer building agentic systems, RAG pipelines, and the evals that keep them honest.
injection attacks contained: 2/2
hit@5: from 75% to 83.3%
P01
A tool-calling agent that manages a folder of Markdown notes, served as a CLI, an MCP server and an eval suite from one tool registry. Its prompt-injection defences live in code — a path allowlist and a human-approval gate — so they hold even when the model is fooled.
injection attacks contained
injection attacks contained: 2/2
n = 2 attacks — an injected web page, a poisoned shared note
P02
Question answering over the FastAPI docs, grounded in the source with a citation on every claim, running fully offline. A 36-question golden set took hit@5 from 75% to 83.3% — and showed that two of three "obvious" retrieval upgrades were neutral or harmful.
hit@5
hit@5: from 75% to 83.3%
n = 36 questions · 141 docs
Remote, Toronto
Agentic pipeline components on GCP.
FastAPI backends and Python IoT control software.
B.Tech CSE (AI concentration), 2022
| Title | Issuer | Issued |
|---|---|---|
| Evaluation & safety | ||
| Evaluating AI AgentsArize AI | Arize AI | — |
| Evaluating and Debugging Generative AIWeights & Biases | Weights & Biases | — |
| Safe and reliable AI via guardrailsGuardrails AI | Guardrails AI | — |
| Agents & LLM applications | ||
| Agentic AIDeepLearning.AI | DeepLearning.AI | — |
| Multi AI Agent SystemsCrewAI | CrewAI | — |
| Practical Multi AI Agents and Advanced Use CasesCrewAI | CrewAI | — |
| MCP: Build Rich-Context AI AppsAnthropic | Anthropic | — |
| Semantic Caching for AI AgentsRedis | Redis | — |
| Generative AI with Large Language ModelsAmazon Web Services | Amazon Web Services | — |
| Gemini for Developers SpecializationGoogle DeepMind | Google DeepMind | Aug 2025 |
| Retrieval & data | ||
| Advanced Retrieval for AI with ChromaChroma | Chroma | — |
| Building Multimodal Data PipelinesSnowflake | Snowflake | — |
| Title | Issuer | Issued |
|---|---|---|
| ML foundations | ||
| Machine Learning SpecializationStanford University | Stanford University | — |
| Deep Learning SpecializationDeepLearning.AI | DeepLearning.AI | — |
| Machine Learning in ProductionDeepLearning.AI | DeepLearning.AI | — |
| Professional certificates (AI) | ||
| AI Engineering Professional CertificateIBM | IBM | Jul 2026 |
| Generative AI Engineering Professional CertificateIBM | IBM | Mar 2026 |
| AI Developer Professional CertificateIBM | IBM | Feb 2025 |
| Artificial Intelligence (A.I.) Professional CertificateGoogle | Mar 2024 | |
| AI Essentials SpecializationGoogle | Sep 2025 | |
| Software engineering & DevOps | ||
| DevOps and Software Engineering Professional CertificateIBM | IBM | Jun 2026 |
| Applied DevOps Engineering Professional CertificateIBM | IBM | Feb 2026 |
| Applied Software Engineering Fundamentals SpecializationIBM | IBM | May 2026 |
| Python 3 Programming SpecializationUniversity of Michigan | University of Michigan | Nov 2025 |
| Other | ||
| Cybersecurity Professional CertificateGoogle | Jun 2025 | |
| People Management Essentials SpecializationGoogle | Jan 2023 | |
Email is the fastest way to reach me.