News
" Tensor Craft Playbook: De CNNs de Sala de Aula a Cloud TPUs com Keras
1+ hour, 49+ min ago (282+ words) " Cap'tulo 1: A Forma'o de Ataque (Arquitetura CNN) Toda estrat'gia vencedora exige fundamentos. .. Tagged with ai....
Preparing RAG pipeline for production
8+ hour, 34+ min ago (555+ words) Having a working RAG that provides correct semantic answers is a great start, yet, like with every other software, the next step is to ensure the solution is safe, optimized, and keeps your business compliant. In other words, making RAG…...
I Taught My AI Assistant to Remember (And Saved 99% of Its Brain)
4+ hour, 7+ min ago (1179+ words) Here's a scene that plays out in my terminal every single day: Me: "Hey AI, what's the architecture of this project?" AI: runs ls, runs find, runs grep, reads 15 files, spends 28, 000 tokens AI: "Here's the architecture! It's Express with Mongo…...
my first time upload app to github
7+ hour, 18+ min ago (27+ words) it's been one or two year since i started to learn python on my own, i was like offline coding weird. .. Tagged with python, beginners, opensource, showdev....
AI Hallucinations: Why Your Mock Environments Might Be Lying to You
12+ hour, 41+ min ago (178+ words) Have you ever asked an AI a question, received a perfectly confident answer, and only realized later. .. Tagged with ai, llm, machinelearning, testing....
Machine Learning Developers: Why Most ML Projects Fail After the Model Stage
9+ hour, 48+ min ago (280+ words) Training a model is easy. Getting 8590% accuracy in a notebook? Also doable. But getting that model to run reliably in production and drive real outcomes? That's where most teams fail. The Real Gap: Model vs System A trained model " a…...
" Multica Deep Dive " How to Build a Managed-Agents Platform "
17+ hour ago (866+ words) A complete, actionable build guide derived from a deep read of multica-ai/multica (~22k stars, ~42. .. Tagged with ai, webdev, programming, tutorial....
One Workflow, Three Jobs: How We Built a Reusable AI Review System
20+ hour, 35+ min ago (1296+ words) Previously: Phleet Architecture Deep Dive - how the overall multi-agent system works. When you ask. .. Tagged with ai, agents, opensource, showdev....
The Hard Way: Lessons Learned from Real-World Data Migration Projects
16+ hour, 9+ min ago (1225+ words) How three years of ignoring data migration nearly derailed my dev career " and what I spent the next years mastering. Data migration is the process of moving data from one system, format, location, or environment to another. It sounds straightforward…...
Why I cut my dashboard from 12 metrics to 5 " and decisions got faster
21+ hour, 43+ min ago (338+ words) More metrics on a dashboard slow decisions, not speed them. A practical guide to designing a revenue dashboard around 5 KPIs derived from Revenue = Sessions " CVR " AOV, with channel-level RPS as the action axis. Tagged with dashboard, analytics, ecommerce, datavisualization....