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⚡ AI Lessons

Towards AI
1w ago
Vercel's New Coding Agent Takes Away Your MCP Tool List. It Sends the Same 15 Schemas.
Author(s): Chew Loong Nian – AI ENGINEER Originally published on Towards AI. fx declares seventeen built-in tools, and a full turn with a subagent host carries

Towards AI
1w ago
Z.ai’s Models Found 2,436 Vulnerabilities. The Weights Aren’t the Bottleneck — Your Patch Pipeline Is
Author(s): Decoding AI Originally published on Towards AI. 2,436 findings is a discovery number. Nothing in it is a remediation number. There is a particular ki

Towards AI
1w ago
Claude’s Protein Design Hit Rate Was 26.8%. One Target Returned 0 for 90.
Author(s): Decoding AI Originally published on Towards AI. We refit Anthropic’s published per-target protein design counts on Aug 25, 2026. Ninety designs went

Towards AI
1w ago
LLM-as-a-Judge: How to Build Reliable AI Evaluation Systems
Author(s): Rohan Mistry Originally published on Towards AI. Calibrate your judge. Detect its biases. Trust your scores. Your LLM judge might be lying to you. Af

Towards AI
1w ago
Eye of the Infra — What is a Batch and an Epoch?
Author(s): Sai Kaushik Ponnekanti Originally published on Towards AI. Firstly, In the previous article, we founded a startup whose mission is to stop people fro

Towards AI
1w ago
Beyond a Single Model: Mastering Ensemble Learning in ML
Author(s): Naveen Originally published on Towards AI. Discover how combining multiple machine learning models — using techniques like bagging, boosting, and sta

Towards AI
1w ago
Knowledge Graphs vs. Vector DBs: Which One Should You Use?
Author(s): Naveen Originally published on Towards AI. Stop choosing between structured knowledge and semantic search. Learn when to use Knowledge Graphs for exp

Towards AI
1w ago
Qwen Code Ditched Google 10 Months Ago. Why Do 1,110 Files Still Say “Copyright Google”?
Author(s): Chew Loong Nian – AI ENGINEER Originally published on Towards AI. I checked every one of them against every blob Google’s Gemini CLI has ever committ

Towards AI
1w ago
ContextFusion: The Context Brain Your LLM Apps Are Missing
Author(s): Rohan R Originally published on Towards AI. A deep dive for users who want results and developers who want control TL;DR (For the Impatient) Normal u

Towards AI
1w ago
Finding the Right Answers from Thousands of Documents: A Smarter RAG Approach
Author(s): Shrinidhi Atmakur Originally published on Towards AI. Finding the Right Answers from Thousands of Documents: A Smarter RAG Approach Introduction RAG

Towards AI
2w ago
I KNOW what OX Alpha is. And here’s how I know it
Author(s): Kashif Mehmood Originally published on Towards AI. The behavioural test everyone uses to unmask anonymous models is worthless. The arithmetic underne

Towards AI
2w ago
AI Economics: What It Actually Costs to Run AI and How to Manage It?
Author(s): Abhishek Ankush Originally published on Towards AI. AI Economics: What It Actually Costs to Run AI and How to Manage It? Everyone’s talking about wha

Towards AI
2w ago
Why Production RAG Needs More Than Vector Search
Author(s): Dave R – Microsoft Azure & AI MVP☁️ Originally published on Towards AI. How hybrid search, graph retrieval, agents, and evaluation turn a basic RAG p

Towards AI
2w ago
Qwen-UI-Agent Promises Bash. The Repo You Can Download Ships 12 Actions and No Shell.
Author(s): Chew Loong Nian – AI ENGINEER Originally published on Towards AI. Alibaba’s new GUI agent posts scores on seven benchmarks on paper. I counted every

Towards AI
2w ago
Part 1: Retrieval-Augmented Generation (RAG) from First Principles: What, Why, and How It Evolved
Author(s): Raj kumar Originally published on Towards AI. Build the complete mental model of Retrieval-Augmented Generation before writing a single line of code.
Towards AI
2w ago
Reviewing More Than Code: How Ephemeral Environments Improved our PR Workflow
Author(s): Leapfrog Technology Originally published on Towards AI. We’ve all reviewed pull requests that looked perfectly fine in the diff, only to discover lat

Towards AI
2w ago
7 AI Agent Concepts Every AI Developer Must Master
Author(s): Divy Yadav Originally published on Towards AI. Everyone obsesses over which model to pick. The real engineering happens somewhere else entirely, and
Towards AI
2w ago
What Does Stripe Want With OpenRouter?
Author(s): Nikki Originally published on Towards AI. I couldn’t see the connection at first. Then I started looking at how AI usage, routing, and billing are be

Towards AI
2w ago
I Tried to Run Qwen3.8–27B on a 16GB Mac Mini with AirLLM. Here’s Exactly Where It Breaks
Author(s): Abhishek Gautam Originally published on Towards AI. The claim, and why it’s seductive AirLLM promises 70B models on a 4GB GPU. Its README even lists

Towards AI
2w ago
Your AI Agent Doesn’t Need a Vector Database
Author(s): Anubhav Originally published on Towards AI. A folder of text files and grep outscored the funded memory tools on their own benchmark. When to skip th

Towards AI
2w ago
How to Get the Most Out of Claude Fable 5
Author(s): Eivind Kjosbakken Originally published on Towards AI. How to Get the Most Out of Claude Fable 5 Claude Fable 5 was released around a month ago and th
Towards AI
2w ago
Practical IP-Level Unsupervised Classification Using HDBSCAN and K-Means
Author(s): Bassem Essameldin Omar Originally published on Towards AI. Practical IP-Level Unsupervised Classification Using HDBSCAN and K-Means A recurring chall

Towards AI
2w ago
The AI Feature That Works in the Demo and Breaks in Production
Author(s): EMMANUEL NWANGUMA Originally published on Towards AI. Vendors sell a fix for it. I ran 833 tests across 6 AI models to see whether the fix actually w

Towards AI
2w ago
MCP Just Dropped 13 of Its 31 Methods. Why Did the Schema Still Grow 48%?
Author(s): Chew Loong Nian – AI ENGINEER Originally published on Towards AI. MCP Just Dropped 13 of Its 31 Methods. Why Did the Schema Still Grow 48%? Every sum
DeepCamp AI