Members-Only
Recent Talks & Demos are for members only
You must be an AI Tinkerers active member to view these talks and demos.
EduWiz: LLMs automate Manim visuals
Learn how EduWiz uses LangChain and OpenAI to generate Manim animations on demand, creating interactive, automatically rendered tutorial videos for math, physics, and CS concepts.
We will be presenting EduWiz, an innovative educational platform designed to revolutionize digital learning by enabling users to create animated tutorial videos on demand using AI. EduWiz leverages LangChain with OpenAI models to generate Manim-based animations tailored to math-heavy topics such as physics, computer science, and mathematics. These videos are rendered dynamically to provide students with an interactive and engaging learning experience. By addressing the limitations of text-based learning, EduWiz empowers students to grasp complex concepts visually, making education more personalized, accessible, and effective for diverse learning styles.
This is a project that is being developed by students at the University of Toronto Mississauga in collaboration with professor Rutwa Engineer.
EduWiz generates Manim educational videos using FastAPI, Next.js, and Firebase.
- LangChainThe open-source framework for building and deploying reliable, data-aware Large Language Model (LLM) applications.LangChain is the essential framework for engineering LLM-powered applications: it simplifies connecting models (like GPT-4 or Claude) to external data, computation, and APIs. The platform provides a modular set of components—Chains, Agents, Tools, and Memory—allowing developers to quickly build complex workflows like Retrieval-Augmented Generation (RAG) pipelines and sophisticated conversational agents. Its Python and JavaScript libraries, combined with LangChain Expression Language (LCEL), offer a standardized interface for rapid prototyping and moving applications to production with confidence.
- OpenAI LLMsThe premier suite of Large Language Models (LLMs), including the foundational GPT-4 and the advanced reasoning-focused 'o' series, setting the global standard for generative AI applications.OpenAI LLMs represent the cutting edge of generative AI, headlined by the powerful GPT-4 and the specialized 'o' series models (e.g., o1, o4-mini). These models handle complex tasks: text generation, code synthesis, and advanced reasoning, often exceeding human-level performance on benchmarks like the AIME math exam. Developers access this technology via the OpenAI API, leveraging models like GPT-3.5 for cost-optimized solutions and GPT-4 for high-fidelity, multimodal applications. The continuous introduction of new architectures, such as the chain-of-thought training in the 'o' models, consistently pushes the boundary on AI capability and efficiency for enterprise and consumer products.
- ManimManim: The Python-based animation engine for generating precise, programmatic mathematical and scientific videos.Manim is a powerful, community-maintained Python library (ManimCE) engineered for creating high-quality, explanatory animations. It allows developers to specify complex mathematical concepts, equations, and graphs programmatically, ensuring pixel-perfect precision for every frame. The engine originated with Grant Sanderson (3Blue1Brown) and is now the recommended tool for producing dynamic, visually engaging content for educational platforms like YouTube, handling everything from a simple `SquareToCircle` transformation to intricate 3D visualizations.
- EduWizEduWiz AI: The free, all-in-one AI Writing Assistant delivering academic essays and paperwork in seconds.EduWiz AI is the definitive, free AI Writing Assistant, engineered for peak academic efficiency. This tool instantly generates essays, paragraphs, and critical paperwork, serving over 100,000 students globally (trusted by top universities). Key features include powerful AI Autocomplete (eliminating writer's block) and a robust paraphrasing engine, ensuring users effortlessly produce high-quality, plagiarism-free content for A+ results.
- OpenAIOpenAI is an AI research and deployment company: We build safe artificial general intelligence (AGI) to benefit all of humanity.OpenAI is a premier AI research and deployment company, focused on developing safe Artificial General Intelligence (AGI) for global benefit. The organization operates under a unique structure: a non-profit Foundation governs a for-profit Group, which functions as a public benefit corporation. Its technology portfolio includes industry-defining models like the GPT series (e.g., GPT-4o, GPT-5.1), the conversational platform ChatGPT, and the text-to-video model Sora. These tools drive innovation across multiple sectors, providing powerful, accessible AI capabilities for developers, businesses, and consumers worldwide.
Related projects
What Happens When You Let AI Build a Game?
Toronto
A live demonstration of building two Three.js/Nuxt browser games in two weeks using AI, covering prompt strategy, code…
Developing AI Solutions for Busy Parents
Toronto
A demo of a custom email summarizer that extracts key details and dates, with notebooks covering model selection,…
The Hidden Complexity of LLM-Powered Nutrition Apps
Toronto
Explore the backend architecture of an LLM nutrition engine, detailing a multi-stage pipeline for parsing, database routing, and…
Personalized AI Tutor
Toronto
Demonstrating a Flask/JavaScript web app that uses a local open‑source LLM to assess users and generate personalized learning…
Agents on edge
Toronto
Examining deployment of TinyLlama on a 4 GB Jetson Nano, measuring memory, CPU, and GPU usage while assessing feasibility…
DeepSeek-ing a Needle in a Haystack
Toronto
Learn how to use DeepSeek R1 agentic workflows and temporal prompting to filter, rank, and retrieve the most relevant…