AI Engineering Day 2: Reasoning vs Non-reasoning models and adding custom parameters to API call

Math & Machines October 15, 2025
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Math & Machines is where mathematics meets the modern world of machine learning, artificial intelligence, and biology. This channel breaks down complex ideas into clear, intuitive explanations—whether it’s the foundations of probability and linear algebra, the inner workings of neural networks, or the mathematical patterns hidden in biology. You’ll find: Math Made Practical → Learn how core concepts power real-world AI and ML. AI & ML Demystified → Peeking under the hood of algorithms, models, and optimization. Biology Meets Machines → Explore applications of AI and ML in the world of biology Deep Dives → Rigorous explorations for those who love the “why,” not just the “how.” If you’re passionate about connecting equations to experiments, theory to practice, and math to machines, you’re in the right place. 🔔 Subscribe and join the journey of learning, discovery, and building the future at Math & Machines.

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In this video, we dive into difference between reasoning and non-reasoning models and fiddling with model parameters, first using OpenAI's chat playground and then within our AI app in Cursor Links: - uv tutorial: https://youtu.be/W4pmn5zD7b4?si=spGfiSaksJgTjojT - Code at the start of this video : https://github.com/MathNMachines89/ai_engineering_day1 - Code generated at the end of this video: https://github.com/MathNMachines89/ai_engineering_day2 - OpenAI chat playground: https://platform.openai.com/chat/edit?models=gpt-5 - OpenAI model overiew: https://platform.openai.com/docs/models - OpenAI model comparative pricing: https://platform.openai.com/docs/pricing - Python dictionary unpacking operator: https://pieriantraining.com/python-unpack-dictionary-a-comprehensive-guide/ Python Learning Resources: - https://www.youtube.com/watch?v=eWRfhZUzrAc (freecodecamp) - https://www.w3schools.com/python/ Timecodes 00:00 - Intro 00:27 - OpenAI's Completions API call 01:28 - OpenAI's chat playground and custom parameters 02:39 - Reasoning vs Non-Reasoning models 06:46 - Nano vs Mini vs Normal model versions 07:55 - What is a System Message? 09:57 - What is a Developer Message? 11:22 - OpenAI Models Overview 12:47 - Constructing prompt to add custom parameters to our API call 14:52 - Reviewing AI's Pull Request 17:40 - Running AI app on command line 18:45 - Asking AI to resolve an error 20:16 - Why System/Developer messages are useful? 21:29 - Cursor's inline edit feature Featured Playlist: https://www.youtube.com/playlist?list=PLLfyHtsENKgayfsI5h3A2qm4iziibIZdQ

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