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Channel: Machine Learning – Towards AI
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Vercel's New Coding Agent Takes Away Your MCP Tool List. It Sends the Same 15...

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 fifteen function schemas. I measured a...

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Z.ai’s Models Found 2,436 Vulnerabilities. The Weights Aren’t the Bottleneck...

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 kind of silence that follows a very...

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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 into the wet lab against maltose-binding...

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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. After introducing the problem of...

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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 from losing their life savings to fraudulent...

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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 stacking — can dramatically improve...

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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 explicit facts and Vector Databases for...

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Qwen Code Ditched Google 10 Months Ago. Why Do 1,110 Files Still Say...

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 committed. The header is still literally true...

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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 users: Install...

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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 is often presented as a simple,...

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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 underneath it costs one cent and cannot be faked...

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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 what AI can do. Fewer people are asking what...

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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 pipeline into a production...

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Qwen-UI-Agent Promises Bash. The Repo You Can Download Ships 12 Actions and...

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 action in the code they actually...

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Part 1: Retrieval-Augmented Generation (RAG) from First Principles: What,...

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. Learn why RAG exists, how it evolved...

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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 later that the application behaved...

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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 almost nobody talks about it. I watched...

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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 beginning to overlap. When I saw the news...

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I Tried to Run Qwen3.8–27B on a 16GB Mac Mini with AirLLM. Here’s Exactly...

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 Qwen3.8–27B at 3.33GB. So why can’t a Mac...

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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 the vector database for agent memory, and...

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