March Meetup - Hosted by Mozilla
Mar
25
Wednesday
5PM EDT
Main Stage Speakers
Dev Shah
Student at University of Toronto
[UofT] Beyond Baseline RAG: Building a Reliable and Transparent Policy Chatbot for Government Guidance
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Building reliable policy chatbots using advanced RAG and verification.
Python
RAG
Cohere API
Cohere embedding models
Web-based chatbot interface
Alnur Ismail
Founder (Between Tracks) at Next Episode
Encoding Engineering Judgment into AI Coding Agents
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Encode engineering policies to guide AI agents beyond pattern matching.
Codex
Python
GEPA
Autoresearch
AI coding agents
Hank
Senior developer at alayacare
AgentChatBus: A Persistent Multi-Agent Debate Room for AI Coding Workflows
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Open-source multi-agent review workflows using MCP for IDE-integrated coding.
Python
FastAPI
MCP
Server-Sent Events
SQLite
Ryan Kelln
Software Artist at Independent
Life of a Software Artist in the Age of AI
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Building agentic open-source tools using multi-model workflows and reflection.
Claude
GPT
Gemini
Go
Python
Samira Soltani
Product Designer at Blue Cube Studio
PocketTax: Solving the Solopreneur’s Tax Gap
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Using AI-driven mobile design to simplify year-round tax compliance.
Google AI Studio
Gemini
Firebase Studio
Science Fair Presenters
George Ghobros
Student at University of Toronto
[UofT] AI-Powered Self-Assessment: Transforming How Students Understand What They Know
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Using AI to automate self-assessment and map knowledge gaps.
TypeScript
Node
Express
PostgreSQL
JWT authentication
Haoping Yang
student at university of toronto
[UofT] Print Anything: Building the Pipeline from Natural Language to 3D Object
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Fine-tuning LLMs to generate 3D-printable CAD code from text.
Qwen 3
LoRA
HuggingFace
Docker
Three
Dev Patel
Student at University of Toronto
[UofT] Give Your Local File System Memory - Intelligent Document Reference
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Building local RAG systems using vector search and document chunking.
Python
FastAPI
React
RAG
Ollama
William Liono Lie
Student at UofT
[UofT] PIIGuard: A Hybrid AI pipeline for detecting and redacting your text
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Build a local hybrid pipeline to redact sensitive data before sharing.
TypeScript
Python
Electron
spaCy
Ollama
Sreya Sunil
Student at University of Toronto
UofT - Embedding the Canadian Job Market: Building a Job Discovery Engine
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Building a recommendation engine using embeddings and LLM-assisted data ingestion.
FastAPI
PostgreSQL
Gemini API
sentence-transformers
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