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#General #Development #Mobile Development #Cloud & DevOps #Cybersecurity & Privacy #AI & Data Science #Hardware & Gadgets #Design & UXLLMs at the Edge: Decentralized Power and Control
Most of the large language models' applications have been implemented in centralized cloud environments, raising concerns about latency, privacy, and energy consumption. This chapter examines the potential application of LLMs in decentralized edge computing, where computing tasks are distributed across interconnected devices rather than centralized hosts. Therefore, by applying approaches like quantization, model...
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Running AI/ML on Kubernetes: From Prototype to Production β Use MLflow, KServe, and vLLM on Kubernetes to Ship Models With Confidence
Editor's Note: The following is an article written for and published inDZone's 2025 Trend Report,Kubernetes in the Enterprise: Optimizing the Scale, Speed, and Intelligence of Cloud Operations. After training a machine learning model, the inference phase must be fast, reliable, and cost efficient in production. Serving inference at scale, however, brings difficult problems: GPU/resource management, latency and...
410: Trying to help humans in an industry that is becoming increasingly non-human
Chris & Marie jump on the podcast to talk about just how drastically customer support has changed over the last few years. We still exclusively do customer support over email. Incoming email from real customers who need a hand with something where they type out that email in plain languages themselves are few and far [β¦]
How to Optimize Search in JavaScript with Debouncing
A few months ago, my manager assigned me a task: implement a search functionality across an entire page. The tricky part was that the displayed text was shown in the form of prompts, and each prompt could be truncated after two lines. If the text exc...
From Requirements to Results: Anchoring Agile With Traceability
Agile is one of the most widely adopted project management methodologies in the field of software development because it enables teams to deliver incrementally, adapt quickly to changes, and prioritize collaboration over rigid processes. However, Agileβs fast-changing nature can also expose one of its weaknesses, which is traceability. Traditional project management approaches, such as Waterfall, make sure that...
I've built a Swiss Tables interactive simulator so you can understand how they work internally and how they offer superior performance compared to Buckets
As you may know, this year Go switched its hashmap implementation from Buckets to Swiss tables looking for a boost in performance, how much? A lot according to Datadog: Go 1.24's Swiss Tables cut our map memory usage by up to 70% in high traffic workloads So I made a visual version of Swiss Tables and a tutorial so you can have an overall view of them and understand why they're so fast submitted by /u/prox_sea [link]...
AI Readiness: Why Cloud Infrastructure Will Decide Who Wins the Next Wave
Everywhere I go, cloud and DevOps teams are asking the same question: βAre we ready for AI?β
Model Evaluation Metrics Explained
Measuring the true performance of machine learning models goes far beyond headline accuracy. The metrics you choose shape not only how you tweak your algorithms, but how your models impact users, businesses, and critical systems. In this article, we break down the most practical and widely used evaluation metrics: Accuracy, Precision, Recall, F1 Score, and ROC-AUC. Alongside technical definitions, we'll discuss their...
Mastering Fluent Bit: Top 3 Telemetry Pipeline Output Plugins for Developers (Part 7)
This series is a general-purpose getting-started guide for those of us wanting to learn about the Cloud Native Computing Foundation (CNCF) project Fluent Bit. Each article in this series addresses a single topic by providing insights into what the topic is, why we are interested in exploring that topic, where to get started with the topic, and howto get hands-on with learning about the topic as it relates to the Fluent...
Testing Automation Antipatterns: When Good Practices Become Your Worst Enemy
Note: This article is a summary of a talk I gave at VLCTesting in 2023. Here's the recording (Spanish). Test automation is a fundamental tool for gaining confidence in what we build in a fast and efficient way. However, we often encounter practices that, while seemingly beneficial in the short term, generate significant problems in the long term: antipatterns.
Why the Principle of Least Privilege Is Critical for Non-Human Identities
Attackers only really care about two aspects of a leaked secret: does it still work, and what privileges it grants once they are in. One of the takeaways from GitGuardianβs 2025 State of Secrets Sprawl Report was that the majority of GitLab and GitHub API keys leaked in public had been granted full read and write access to the associated repositories. Once an attacker controls access to a repository, they can do all...
A step-by-step guide to modernizing Java projects with GitHub Copilot agent mode
Learn how to use GitHub Copilot agent mode to modernize legacy Java projects with guided upgrades, automated fixes, and cloud-ready migrations. The post A step-by-step guide to modernizing Java projects with GitHub Copilot agent mode appeared first on The GitHub Blog.
Code an LLM From Scratch β Theory to RLHF
How do LLMs actually work? We just posted a course on the freeCodeCamp.org YouTube channel that will teach you how to build a large language model from scratch using pure PyTorch. This isn't your typical course that just scratches the surface. Itβs a...
Scaling ML Experiments: The High-Throughput Playbook
From Guesswork to Growth: Why A/B Testing Is Non-Negotiable Every product decision is a bet under uncertainty. A/B testing turns those bets into measurable, causal learning. By randomly assigning users to control versus treatment, you create two groups that are β on average β identical. Any difference in conversion, retention, revenue, or latency can be attributed to the change, not to seasonality, campaigns, or...
A Tour of eBPF in the Linux Kernel: Observability, Security and Networking
I published a new blog post: "A Tour of eBPF in the Linux Kernel: Observability, Security and Networking". I recently read the book "Learning eBPF" by Liz Rice and condensed my notes into this article. Great for a quick overview before you decide to dive deeper! submitted by /u/lucavallin [link] [comments]
Top 5 RAD Platforms for Developers
Rapid Application Development platforms are more in demand as companies aim to deliver secure, scalable systems faster while adhering to a developer-first approach. This article reviews five popular RADs that can meet the needs of professional developers. This blog post reviews five popular Rapid Application Development (RAD) platforms: WaveMaker, OpenXava, OutSystems, Oracle APEX, and Jmix. I will break down each...
Scaling through crisis: how infrastructure handled 1B messages in a single day
We recently published a piece on ShiftMag (a project by Infobip) that I think might interest folks here. Itβs a candid breakdown of how Infobipβs infrastructure team scaled to handling 10 billion messages in a single day β not just the technical wins, but also the painful outages, bad regexes, and hard lessons learned along the way. submitted by /u/shift_devs [link] [comments]
Democratizing your data access with AI agents
Jeff Hollan, director of product at Snowflake, joins Ryan to discuss the role that data plays in making AI and AI agents better. Along the way, they discuss how a database leads to an AI platform, Snowflakeβs new data marketplace, and the role data will play in AI agents.
How to Integrate Facial Recognition Authentication in a Social App with Face API
Social applications have evolved over the years, and there is a major need for secure methods to authenticate users' identities. Integrating multifactor authentication capabilities into applications is crucial for strengthening their integrity. In so...
Clerk vs Kinde vs Better Auth: How to Choose the Right Next.js Authentication Library
Authentication is an important aspect when building applications, especially if they hold financial information or require users to sign into accounts. Building an auth library can be a lot of work, and there is no need to reinvent the wheel when so ...
Our plan for a more secure npm supply chain
Addressing a surge in package registry attacks, GitHub is strengthening npm's security with stricter authentication, granular tokens, and enhanced trusted publishing to restore trust in the open source ecosystem. The post Our plan for a more secure npm supply chain appeared first on The GitHub Blog.
Hands-On AWS Bedrock Crash Course for Busy Professionals (2hrs)
Learn by doing! I want to share My Hands-On AWS Bedrock Crash Course on YouTube. This isnβt just theory β itβs a practical, step-by-step playlist where youβll build and explore the power of AWS Bedrock. In just 2 hours, you can complete the entire crash course in one sitting. Start your hands-on journey here: https://www.youtube.com/watch?v=TkSQQMivLHw&list=PL2WO-vrxWR0IYu3v4UNZBFLxS8_rsLrJ7 submitted by...
Privacy and Security Risks in the eSIM Ecosystem [pdf]
submitted by /u/ketralnis [link] [comments]
The Beginner's Textbook for Fully Homomorphic Encryption
submitted by /u/ketralnis [link] [comments]
AI Infrastructure for Agents and LLMs: Options, Tools, and Optimization
,Infrastructure, whether on cloud, on-premise, or in a hybrid cloud, plays a critical role in implementing the AI architecture. This article ispart of a series of articles that explores the diverse infrastructure options available for deploying and optimizing AI agents and large language models (LLMs). It delves into the crucial role infrastructure plays in realizing AI architectures, particularly for inference. We'll...
Gartner positions GitHub as a Leader in the 2025 Magic Quadrant for AI Code Assistants for the second year in a row
Our commitment is to empower every developer and stay true to our north star by building an open, secure, and AI-powered platform that defines the future of software development. The post Gartner positions GitHub as a Leader in the 2025 Magic Quadrant for AI Code Assistants for the second year in a row appeared first on The GitHub Blog.
Isolation Level for MongoDB Multi-Document Transactions (Strong Consistency)
Many outdated or imprecise claims about transaction isolation levels in MongoDB persist. These claims are outdated because they may be based on an old version where multi-document transactions were introduced, MongoDB 4.0, such as the old Jepsen report, and issues have been fixed since then. They are also imprecise because people attempt to map MongoDB's transaction isolation to SQL isolation levels, which is...
How to Build Secure Knowledge Base Integrations for AI Agents
Done well, knowledge base integrations enable AI agents to deliver specific, context-rich answers without forcing employees to dig through endless folders. Done poorly, they introduce security gaps and permissioning mistakes that erode trust. The challenge for software developers building these integrations is that no two knowledge bases handle permissions the same way. One might gate content at the space level,...
Whatβs next for Git? 20 years in, the community is still pushing forward
Git Merge 2025 isnβt just about celebrating 20 years of Git - itβs about what comes next. In this post, weβre highlighting some of the talks and speakers shaping Gitβs future, from performance wins and new backends to surprising use cases and the impact of AI coding agents. The post Whatβs next for Git? 20 years in, the community is still pushing forward appeared first on The GitHub Blog.
Integrating AI Into Test Automation Frameworks With the ChatGPT API
When I first tried to implement AI in a test automation framework, I expected it to be helpful only for a few basic use cases. A few experiments later, I noticed several areas where the ChatGPT API actually saved me time and gave the test automation framework more power: producing realistic test data, analyzing logs in white-box tests, and handling flaky tests in CI/CD. Getting Started With the ChatGPT API ChatGPT API...
Chrisβ Corner: Little Bits of CSS
Adam Argyle is clear with some 2025 CSS advice: I think every front-end developer should know how to enablepage transitions, transition a,popover, and, animate light nβ darkgradient text,type safe their CSSsystem, andadd springy easingto animation. Nobody asked me, but if I had to pick a favorite of Adamβs six, itβs all the stuff about animating [β¦]
Spring REST API Client Flavors: From RestTemplate to RestClient
Just as humans have always preferred co-existing and communicating ideas, looking for and providing pieces of advice from and to their fellow humans, applications nowadays find themselves in the same situation, where they need to exchange data in order to collaborate and fulfill their purposes. At a very high level, applicationsβ interactions are carried out either conversationally (the case of REST APIs), where the...
How to Build Advanced AI Agents
Looking to get hands-on with AI? We just posted a comprehensive course on the freeCodeCamp.org YouTube channel designed to help you build powerful AI agent applications. Led by Cerebras growth engineer Sarah Chieng alongside industry experts from Exa...
How I, a non-developer, read the tutorial you, a developer, wrote for me, a beginner
submitted by /u/pysk00l [link] [comments]
Stop Reactive Network Troubleshooting: Monitor These 5 Metrics to Prevent Downtime
Downtime in sectors like manufacturing and healthcare isnβt just inconvenient β itβs potentially catastrophic. Iβve overseen ecosystems for years and realized that preventing such bottom-line disasters requires a watchful eye and a constant finger on the network pulse. This is possible with real monitoring across pinpointed variables: knowing which handful of key metrics predict problems in your specific environment,...