Stop Using Accuracy: 5 ML Metrics You Must Understand
Accuracy could be lying to youContinue reading on Towards AI »
Artificial Intelligence, data-science, Machine Learning, programming, python
data-science
ai, ai-agent, Artificial Intelligence, data-science, Machine Learning
Modern RAG in 2026: The Components That Actually Matter
A production-first breakdown of the real RAG stack: ingestion, parsing, metadata, chunking, retrieval, reranking, citations, freshness…Continue reading on Towards AI »
ai-agent, Artificial Intelligence, data-science, Machine Learning, software-engineering
How Multi-Agent Self-Verification Actually Works (And Why It Changes Everything for Production AI)
The biggest bottleneck in deploying agents isn’t reasoning quality — it’s error accumulation. Here’s the architecture that fixes it.Photo by julien Tromeur on UnsplashYour multi-agent pipeline passed every demo you ran. In production, it silently accum…
Artificial Intelligence, data-science, programming, python, software-development
I Built a Comic Book Analytics Dashboard That Reads Real Data
Using just Python and a real CSVContinue reading on Towards AI »
Artificial Intelligence, data-science, Machine Learning, programming, Technology
If You Understand These 5 AI Terms, You’re Ahead of 90% of People
Master the core ideas behind AI without getting lostContinue reading on Towards AI »
aritificial-intelligence, data-science, programming, software-development, Technology
LangChain Middleware: The Missing Layer Between Your Agent and Production
How to intercept, control, and extend AI agents without touching the logic that actually mattersContinue reading on Towards AI »
Agentic AI, data-science, generative-ai-use-cases, Machine Learning
Multi-Agent Systems Aren’t Magic — Here’s the Orchestration Problem Nobody Talks About
I built a multi-agent system, thinking it would solve everything. It created three new problems I hadn’t seen coming.Continue reading on Towards AI »
ai, Artificial Intelligence, caching, data-science, KV Cache
The KV Cache. Every LLM Running Today Is Built Around One Number Staying Still.
What the K and V Matrices Look Like at Token 1, Token 2, Token 3. Until Now. With the Arithmetic.Continue reading on Towards AI »
computer-vision, data-science, deep-learning, healthcare, Machine Learning
I Built a Breast Cancer Detection System End-to-End.
I Built a Breast Cancer Detection System End-to-End. Here’s What I Actually Learned. (Part 1: Data & Pipeline)This isn’t a tutorial. It’s a breakdown of every decision, mistake, and insight from building a real ML pipeline on 300GB+ of raw mammogra…
data-science, linear-algebra, linear-regression, Machine Learning
The Geometric Interpretation Of Linear Regression
When we first learn linear regression, we think of it like this: we have data points scattered on a plane, we draw a line through them, and we adjust the line until the total squared error is as small as possible. We take a derivative, set it to zero, …