David Andrés

Building an AI product? You’re caught in a permanent three-way tug-of-war: ⚡️ Speed 🧠 Accuracy 💸 Cost Most devs optimize for one and accidentally kill the others. Here is a breakdown of the three metrics that will make or break your app. 🧵

Check the full article here: mlpills.substack.com/p/extra-7-hard… Like and repost if you liked it. Subscribe to @daansan_ml for more content about AI and ML.

𝗙𝗶𝘅 𝟮: 𝗠𝗼𝗻𝗴𝗼𝗗𝗕 𝗩𝗲𝗿𝘀𝗶𝗼𝗻𝗶𝗻𝗴 (𝗢𝗽𝘁𝗶𝗺𝗶𝘀𝘁𝗶𝗰) No Redis? Add a version number to your state. Only update the DB if the version matches what you initially loaded. If it doesn't, fail or retry the request. Zero extra infra needed!

Building AI agents that "work on my machine" is easy. Scaling them to thousands of users without bankrupting your cloud bill or corrupting chat histories? That's hard. Here is how to harden your LangGraph architecture for 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻. 👇

Want to master Time Series, NLP, or Speech Recognition? Your journey begins with Recurrent Neural Networks (RNNs). Unlike traditional networks, RNNs have a superpower: 𝗺𝗲𝗺𝗼𝗿𝘆. Let's break down how they work. 👇

Like and repost if you liked it. Subscribe to @daansan_ml for more content about AI and ML.