digitado

An engineering deep dive into KV cache quantization, asymmetric thread tuning, and PCIe bottlenecks Introduction New frontier models launch weekly, and for most developers, the testing phase abruptly ends when the API bill arrives or the rate limit error appears. While proprietary models are the standard for rapid prototyping, they remain a black box. Users do not own the data, cannot strictly control latency, and are constrained by pricing tiers. Local LLMs are the obvious alternative, offering privacy and […]

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Customer expectations have fundamentally shifted. Shoppers expect instant, intelligent responses at 2 AM on a Sunday just as much as during business hours. A customer service AI agent running on OpenAI can meet that bar, but only if you wire it correctly. This tutorial shows you how to build a customer service AI agent using OpenAI and Kommunicate’s Kompose AI agent builder, with Node.js powering the dynamic responses behind your most important intents. We’re dividing the tasks like this: […]

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AI-powered code editors have moved beyond novelty to become everyday tools for many Python developers. Instead of having to switch between your editor and a separate AI chat, you can use tools like Cursor and Windsurf that bring AI directly into your workflow. As a result, the Cursor vs Windsurf question is a common one for developers deciding which to adopt. Both Cursor and Windsurf are VS Code forks that import your keybindings, themes, and Python extensions, and […]

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AI applications are evolving fast. A few years ago, they were simple chatbots that answered questions. Today, they are becoming AI Agents — systems that make their own decisions and autonomously interact with tools like APIs, databases, and terminals. But when companies deploy these agents to production, they run into a jarring financial surprise: uncontrolled, rapidly growing token costs. Solving a single complex problem with an AI agent can cost hundreds or thousands of times more than a simple API call. […]

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Stop babysitting the spinner. Start delegating to a fleet. The 2026 build of Claude Code stopped needing you in the chair. You kick off the work, close the laptop, and it keeps going. This isn’t “AI that helps you code.” It’s AI that works while you’re away. The 2.1 release made Claude Code organized named sessions, skills, subagents but you were still the bottleneck, watching the spinner. Not anymore. A 40-file refactor runs while you’re in standup. A reviewer model […]

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