MiniCPM-o 4.5: A 9B Model That Can See, Hear, and Speak at the Same Time
Most multimodal AI models today work in turns. You feed them a video, wait for them to process it, and then get a response. While this works well for traditional…
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Running Gemma 4 in the Browser with Transformers.js and WebGPU
Access the code to this tutorial and all other 500+ tutorials on PyImageSearch Enter your email address below to learn more about PyImageSearch University (including how…
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Prompt Engineering Is Solved—Prompt Management Isn’t
TL;DR variable rename passes Git, greenlights your mocked test suite, and gets approved in code review—right up until it crashes every real production call the moment it executes. This failure…
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A Complete Guide in LangGraph
AI-agent development has progressed through overlapping phases: prompt engineering, context engineering, tool use, autonomous loops, memory systems, and multi-agent coordination. A newer focus is graph engineering, which treats AI applications…
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Is KimiClaw a Useful Tool?
# Introduction The conversation in data science and AI has shifted dramatically over the past year. We’re no longer talking exclusively about large language models (LLMs) acting as reactive systems…
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Stateful vs. Stateless Agent Design: Tradeoffs for Scalable Agentic Systems
In this article, you will learn how an agent’s approach to managing state — stateless or stateful — shapes both its implementation and the deployment architecture built around it. Topics…
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Tool-Agnostic Python Lock Files With PEP 751 and pylock.toml
The Python lock file, pylock.toml, records exact dependencies your project needs so installs come out the same every time. It isn’t the first of its kind, though—most modern package tools…
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Auto-Cut Soccer Highlight Reels with Computer Vision
This tutorial builds a highlight-cutting pipeline for kids’ soccer footage: two RF-DETR models trained in the Roboflow UI (a player/ball/goal detector and a jersey digit detector) run inside a Roboflow…
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When Data Science Makes Us Sad: The Story of an Overbooked Flight
on social media about a passenger bumped from an airplane because of overbooking. If you’re a frequent flyer, you may come across a similar situation. If you’re unlucky enough, it…
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Agentic AI vs Automation: Key Differences Explained
This scene is playing out across engineering teams everywhere. Someone wraps a few LangChain calls inside a loop, adds a couple of tools, and proudly declares, “We’ve built an AI agent.” The…
