Sakana AI Wrapped an Entire Multi-Agent System Into One API
Author(s): Gowtham Boyina Originally published on Towards AI. And It Beats Frontier Models on SWE-Bench Pro Here is the problem with multi-agent orchestration that nobody talks about enough: the overhead of setting it up almost always outweighs the benefit. You need to …
The 5 RAG Architectures and Exactly When to Use Each One in Production
Author(s): Bessie Delight Kekeli Originally published on Towards AI. The 5 RAG Architectures and Exactly When to Use Each One in Production Part 6 of the LangGraph Mental Model series — an expansion of the RAG chapter, going broader and deeper across …
The Math Behind “The House Always Wins”
Author(s): Fern Originally published on Towards AI. The Math Behind “The House Always Wins” Link: https://unsplash.com/photos/red-casino-neon-sign-turned-on-bYtIpXnzsQM Casino probabilities are not guesses. They are calculated by listing every possible outcome, assigning each outcome its correct probability, and then checking which outcomes lead to …
How to Securely Connect Your AI Agent to Telegram with Azure
Author(s): Javier Iniesta Originally published on Towards AI. How to Securely Connect Your AI Agent to Telegram with Azure Personal AI agents are starting to take a major leap forward. Projects like OpenClaw show that we are no longer talking only about …
Linear Trees: What If Every Decision-Tree Leaf Had Its Own Linear Model?
Author(s): Fern Originally published on Towards AI. Linear Trees: What If Every Decision-Tree Leaf Had Its Own Linear Model? Link: https://unsplash.com/photos/a-computer-screen-with-a-bunch-of-code-on-it-ieic5Tq8YMk As data scientists, our machine learning toolkits often force us into a frustrating ultimatum, making us choose between two entirely different …
Top 20 Bayesian Regression Interview Questions and Answers (Part 2 of 2)
Author(s): Shahidullah Kawsar Originally published on Towards AI. Machine Learning Interview Preparation Part 41 Checkout the infographics! Read this blog free. The article continues as a quiz covering additional Bayesian regression concepts and interpretation, including when Bayesian methods are preferable to ordinary …
In Small-Data Medical Imaging, Variance Is the Enemy
Author(s): Bruno Caraffa Originally published on Towards AI. In Small-Data Medical Imaging, Variance Is the Enemy Photo by CDC on Unsplash Pediatric tuberculosis is one of the harder problems in clinical imaging. In children the radiological signs are subtle and non-specific, microbiological …
How to Run DeepSeek Locally on Your Own Computer, and the Catch Most Guides Skip
Author(s): Yashraj Behera Originally published on Towards AI. How to Run DeepSeek Locally on Your Own Computer, and the Catch Most Guides Skip DeepSeek became famous overnight as the open model that matched the best reasoning systems for a fraction of the …
5 Prompts That Get Dramatically Better Answers Out of Claude
Author(s): Yashraj Behera Originally published on Towards AI. 5 Prompts That Get Dramatically Better Answers Out of Claude Most people use Claude like a search box, ask a question, take the first answer, move on. The people getting genuinely useful work out …
RAG Evaluation 101: What to Measure (and What Not to)
Author(s): Anubhav Originally published on Towards AI. Five questions, five papers, five things your RAG eval is probably getting wrong. If you have built a RAG, you have asked yourself the question: is this thing actually any good? After the lead paragraph, …
Context Rot: Why Longer Windows Are Making Your AI Dumber, Not Smarter
Author(s): “The AI Engineer” Originally published on Towards AI. Context Rot: Why Longer Windows Are Making Your AI Dumber, Not Smarter The promise that didn’t quite deliver Two years ago, a 200,000-token context window felt like magic. Today it’s table stakes — …
Stop Crashing and Start Cooking with vLLM on AMD and Lemonade Server
Author(s): Cody Sandahl Originally published on Towards AI. How I Fixed vLLM on Strix Halo and Got 3x Better Batch Throughput with Qwen3.5 I used to wonder why “curiosity killed the cat,” but now I know that those curious cats probably forgot …
AI for Sales & Persuasion — Prompt to Profit · Day 21 of 30
Author(s): Faheem Munshi Originally published on Towards AI. AI for Sales & Persuasion — Prompt to Profit · Day 21 of 30 The frameworks that turn words into revenue — and how to deploy them at scale. Persuasion is the oldest business …
Tool Calling Is Not an API Call: What Engineers Keep Getting Wrong
Author(s): Siddardha Vangala Originally published on Towards AI. Tool Calling Is Not an API Call: What Engineers Keep Getting Wrong Every team that builds an LLM agent eventually hits the same wall. The model calls a tool. Something breaks. Nobody knows why. …
Claude Code Is Quietly Killing Junior Developers
Author(s): MayhemCode Originally published on Towards AI. Claude Code Is Quietly Killing Junior Developers Last year, a mid-sized SaaS company in Austin cut its junior engineering headcount by 40 percent. No press release. No layoff tracker story. The engineers just weren’t re-hired …
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