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Evaluating LLM-Powered Voice Assistants: A Guide Beyond Traditional Metrics

Voice assistants have evolved from being simple, rule-based systems to advanced conversational agents driven by large language models (LLMs). Early versions of voice assistants could only handle specific tasks with pre-defined commands. In contrast, modern LLM-powered assistants can now engage in long and open-ended conversations, follow complex instructions, and perform multi-step reasoning. These improved...

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Slashing Rust allocations with mimalloc and heapless to build the fastest proxy

submitted by /u/ketralnis [link] [comments]

Reddit Programming favicon Reddit Programming β€’ 12 days ago β€’ 1 min read

Building a Supply Chain Digital Twin Technology

About Supply Chain Supply chain means that the entire system is involved, from the producer to the customer. This process involves producing and delivering a product or service to the customer. It includes all the methods, systems, organizations, people, activities, information, and resources. The following are some of the steps involved in the supply chain:

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Machine Learning Tutorial: How to Program Without Creating Your Own Algorithms

Recreating the First Machine Learning Demo In 1958, Frank Rosenblatt demonstrated something remarkable to reporters in Washington, D.C. His "perceptron" could look at cards with shapes on them and tell which side the shape was on. The remarkable thin...

freeCodeCamp favicon freeCodeCamp β€’ 12 days ago β€’ 1 min read

412: 2.0 Embedded Pens

Or just β€œEmbeds” as we more frequently refer to them as. Stephen and Chris talk about the fairly meaty project which was re-writing our Embeds for a CodePen 2.0 world. No longer can we assume Pens are just one HTML, CSS, and JavaScript β€œfile”, so they needed a bit of a redesign, but doing as […]

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Copper-Engine: a new 3D game engine made to empower indie Devs around the world

Hello World! My name is Kris Hass and I'm the developer of Copper-Engine, a brand new entry to the game engine market with the focus of empowering indie Devs and helping them produce unique, creative pieces of work. Copper-Engine has been in development for 3 years, originally starting as a hobby project, but in later years shifting towards a general use engine for real world use. As stated previously, one of our core...

Reddit Programming favicon Reddit Programming β€’ 12 days ago β€’ 2 min read

How GenAI Can Eliminate SME Bottlenecks in Enterprise Systems

In large-scale enterprises, tribal knowledge often stalls developer productivity and slows operational agility. Subject matter experts (SMEs) become bottlenecks when critical business logic and configuration decisions live only in legacy codebases or in the minds of a few veterans. This article presents an architecture that leverages GraphCodeBERT embeddings, FAISS vector search, and large language models (LLMs) like...

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The Story of The Coder Cafe

Hey Folks, This is the story behind my newsletter called The Coder Cafe. It doesn't really count as promotion, more as insights on the process itself, the struggles, questions about paid content, etc. You might be interested in reading it if you're thinking about writing online (and also understand how complicated that might be sometimes). Happy to answer questions, if any :) submitted by /u/teivah [link] [comments]

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Dynamic Malware Analysis of Open Source Packages at Scale

submitted by /u/N1ghtCod3r [link] [comments]

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Learn Databases and SQL from Harvard University

Are you ready to master the art of data management using one of the most essential languages in the world of computing? Introducing CS50 SQL, Harvard University's focused video course dedicated to an introduction to databases using a language called ...

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React Project Tutorial – Build an AI Code Explainer

Want to learn how to combine React 19 and AI LLMs to build something handy? We just published a course on the freeCodeCamp.org YouTube channel that will teach you to build an AI-powered Code Explainer App from scratch. Tapas Adhikary created this cou...

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The History of Deep Learning Vision Architectures

Have you ever wondered about the history of vision transformers? We just published a course on the freeCodeCamp.org YouTube channel that is a conceptual and architectural journey through deep learning vision models, tracing the evolution from LeNet a...

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From manufacturing worker to first developer job at age 43 with Thomas Gooch [Podcast #191]

He's a self-taught software engineer who got his first developer job at age 43. He spent decades working in manufacturing while raising his kids, before using freeCodeCamp to learn programming. He was able to translate his JavaScript skills into work...

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Low Code, High Impact: A Solution Architect’s Guide to Building Scalable Community Platforms With AI and Low-Code Tools

As a solution architect, I’ve spent most of my career building massive enterprise systems β€” cloud-native platforms, scalable APIs, and robust infrastructure. So when I took it upon myself to build a digital hub for our Chhath Puja community in Southern California, it was a refreshing shift from the corporate grind. This time, there was no project team, no IT budget, and no stakeholder meetings. Just me β€” and the need...

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Who watches the watchers? LLM on LLM evaluations

While using LLMs to judge LLM outputs might seem like the fox guarding the henhouse, turns out it works pretty well (and scales better than humans).

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Virtualization Meets Acceleration: Powering AI Workloads

Artificial Intelligence has quickly moved from buzzword to business driver. From chatbots and fraud detection to medical imaging and predictive analytics, AI has found a home in nearly every industry. But as AI evolves, so do the infrastructure demands that support it. Training large models or running real-time inference pipelines isn’t trivial β€” it takes serious compute, bandwidth, and orchestration. Here’s the good...

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Keeping my Nix inputs fresh

I like to keep my Nix inputs for different purposes (AI, dev tools, desktop) separate so I can update them on different schedules. I wrote a small script to get a quick overview of which inputs have updates available! submitted by /u/jimmyff [link] [comments]

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Efficiently Reading Large Excel Files (Over 1 Million Rows) Using the Open-Source Sjxlsx Java API

If you are a developer, regardless of the technologies you use, at some point, you will face the challenge of handling large Excel files. Most commonly, you will see the "out of memory"errorwhen handling these files.

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Theia Deep Dive, Part 2: Mastering Customization

In the first part, we set up the basics: Theia runs in the browser, plugins work, themes and icons load, and we even added a splash screen. That gives us a functional IDE, but it’s still pretty close to stock. This part is about shaping it into our own product. We’ll start by stripping out what we don’t need, then adjust the UI and wire up contributions so the editor feels focused and intentional.

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20 Years of Git, 2 days at GitHub HQ: Git Merge 2025 highlights πŸŽ‰

Git Merge 2025 celebrated 20 years of Git with talks, collaboration, and community. Catch the highlights and recordings. The post 20 Years of Git, 2 days at GitHub HQ: Git Merge 2025 highlights appeared first on The GitHub Blog.

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GitHub Availability Report: September 2025

In September, we experienced three incidents that resulted in degraded performance across GitHub services. The post GitHub Availability Report: September 2025 appeared first on The GitHub Blog.

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How to Use the Compound Components Pattern in React: Prop Soup to Flexible UIs

Have you ever opened React project source code and wondered why things are so messy? Have you ever tried adding a feature to a React component created by someone else and felt that you needed to rewrite it? Have you felt nightmarish in tackling state...

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How to Persist State in Time-Series Models with Docker and Redis

Have you ever built a brilliant time-series model, one that could forecast sales or predict stock prices, only to watch it fail in the real world? Well, this is a common frustration. Your model works perfectly on your machine, but the moment you depl...

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How to Build Trust as an Engineering Leader: Structure and Execute the Plan

submitted by /u/gregorojstersek [link] [comments]

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Looking for 1 beginner study buddy to learn DevOps from scratch

Hey!, I’m a complete beginner starting my DevOps learning journey. I’ve gone through the roadmap on roadmap.sh/devops and I’m slowly finding resources to follow: Docker, Linux, Git, CI/CD, etc. I’m just looking for one (maybe two) study buddies who are also starting from zero. The goal is to stay consistent, share progress, and keep each other accountable, not a big group, just something focused. Optional: If you’re a...

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The Top 20 Problems With Batch Processing (and How to Fix Them With Data Streaming)

Batch processing has long been the default approach for moving and transforming data in enterprise systems. It works on fixed schedules, processes data in large chunks, and often relies on complex chains of jobs that run overnight. While this was acceptable in the past, today’s digital businesses operate in real time β€” and can’t afford to wait hours for fresh insights. Delays, errors, and inconsistencies caused by...

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The JSON Web Token Handbook: Learn to Use JWTs for Web Authentication

JWT stands for JSON Web Token, and it’s one of those terms you’ll constantly come across in modern web development. At its core, a JWT is a JSON-based open standard format that allows you to represent specific claims securely between two parties. The...

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Strapi v5: Customization Nuances

Strapi is an open-source headless CMS. The library allows integration with external databases, the implementation of custom controllers, and customization of the UI to match a project's branding. According to GitHub, around 30,000 developers use Strapi CMS in their projects. This article is primarily aimed at developers who work with or plan to integrate Strapi CMS into their applications.

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Theia Deep Dive, Part 1: From Zero to Your Own IDE

Intro: Why Build Your Own IDE? There are countless reasons to create your own IDE. Perhaps you are creating a sandbox similar to CodeSandbox, but adapted to your own framework. Or an Arduino-style environment where a strictly controlled user interface is required for flashing firmware and interacting with hardware. Maybe your SaaS product needs a built-in cloud editor. Maybe you're creating an educational platform...

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How to Work with Environment Variables in Python

Environment variables let you configure applications without hardcoding sensitive information directly into your source code. They're particularly useful for storing API keys, database credentials, and configuration settings that change between devel...

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How to Test JavaScript Apps: From Unit Tests to AI-Augmented QA

As a software engineer, you should always be open to the challenges this field brings. Two months ago, my project manager assigned me a task: write test cases for an API. I was super excited because it meant I got to learn something new beyond just c...

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Converting ActiveMQ to Jakarta (Part III: Final)

Advanced Technical Approach Some Java frameworks have taken on the complexity of supporting both javax and jakarta package namespaces simultaneously. This approach makes sense for frameworks and platform services, such as Jetty and ActiveMQ, where the core development team needs to move the code base forward to support newer JDKs, while also providing a way for application developers to adopt Jakarta EE gradually. This...

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Completing urgent fixes anywhere with GitHub Copilot coding agent and mobile

Unlock the full potential of the GitHub platform. See how Copilot coding agent and GitHub Mobile combine to help you tackle development tasks and urgent fixes, no matter where you are. The post Completing urgent fixes anywhere with GitHub Copilot coding agent and mobile appeared first on The GitHub Blog.

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Transforming Your Node.js REST API into an AI-Ready MCP Server

The evolution of large language models (LLMs) and agentic AI requires a fundamental shift in how applications expose their capabilities. Traditional REST APIs are designed for software-to-software communication, requiring developers to read documentation and write custom integration code. The Model Context Protocol (MCP) is an open standard designed to solve this by creating a unified, machine-readable interface that...

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When Offline Still Matters: Why Some Mobile Apps Work Without Wi-Fi β€” and Others Don’t

Ever been stranded with no Wi-Fi and suddenly discover that your go-to app is useless? You're sitting on a delayed flight, stuck in the middle of a subway tunnel commute, or out camping in some serene spot (but signal-less), and you fire up that one app you use every day, only to be greeted by an error message. "No internet connection." Brilliant.

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