News
More Than Just Labels: Building a Skin Lesion Classifier with ResNet-50 and Explainable AI (Grad-CAM)
39+ min ago (406+ words) Have you ever looked at a medical AI demo and wondered, "Sure, it says it's a rash, but what exactly is the model looking at?" In the world of Computer Vision and Medical AI, the "Black Box" problem isn't just…...
Solving bandit level:24-25 (Spoiler)
4+ hour, 25+ min ago (322+ words) Excuse the mess since I am posting pretty much my thoughts process here and I am working on my post-mortem skills. It gets better from here though, I think. This is how I solved this level of the bandit game,…...
TxtAI got skills
6+ hour, 47+ min ago (366+ words) This example will demonstrate how to use txtai agents with skill.md files. We'll setup a skill.md file with details on how to use TxtAI and run a series of agent requests. Install txtai and all dependencies. Next, we'll…...
Why I Built a Stateless Trend Dashboard — Minimal, Focused, and Ephemeral
7+ hour, 1+ min ago (488+ words) As a developer, I often check trends for ideas, learning, or simple curiosity. Search trends, social media, videos, podcasts, news. At some point, I realized something uncomfortable: I was spending more time tracking trends than actually thinking or building. Many…...
I Built a Runtime Governance Engine Based on 13th-Century Philosophy. Here is How it Works.
7+ hour, 16+ min ago (486+ words) I want to share a project I have been building for the last year. It is called SAFi (Self-Alignment Framework Interface). This is not another chatbot wrapper or agent framework. It is the implementation of a decision-making model I developed…...
"Stop Treating All AI Memories the Same — Introducing Cortex, Who Forgot?"
10+ hour, 36+ min ago (379+ words) A quick fact ("PostgreSQL runs on port 5432") is not the same as a learned pattern ("always use connection pooling for high-traffic services"). A deployment event is not the same as a user preference. So why do most memory systems treat…...
If our tables could predict the future?
12+ hour, 48+ min ago (170+ words) I recently attended an webinar hosted by Syncfusion that opened my eyes to the power of integrating AI into standard UI components. As a developer, we are used to displaying dynamic data in tables.But what if our tables could…...
Neural Differential Manifolds in Robotics: Real-Time Learning Without Retraining
13+ hour, 10+ min ago (834+ words) Traditional neural networks have a fundamental limitation: they learn in batches, update their weights, and then freeze until the next training session. This works fine for static problems like image classification, but what about a robot that needs to adapt…...
Building a Human-Like AI Outbound Calling Agent at ~$0.01/Minute - part 1
13+ hour, 41+ min ago (189+ words) Hi. Dev Community! A month ago, a client approached me with an interesting challenge: Build an AI-powered outbound calling agent that can handle 50+ concurrent calls, sound indistinguishable from a human, and cost around $0.01 per minute. The agent was meant for…...
🥽 Deep Dive: Understanding Contextual Recall 🎯 in RAG Systems
15+ hour, 58+ min ago (265+ words) Contextual Recall measures the semantic completeness of your retrieval system. It is calculated by first generating a list of claims or statements from the Expected Output (Ground Truth) of the RAG system. Using an LLM (typically the same model used…...