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How to build reliable AI workflows with agentic primitives and context engineering

See how this three-part framework will turn AI into a repeatable and reliable engineering practice. The post How to build reliable AI workflows with agentic primitives and context engineering appeared first on The GitHub Blog.

GitHub Blog favicon GitHub Blog 8 days ago 1 min read

AI Infrastructure: Compute, Storage, Observability, Security, and More

In this third article of the AI infrastructure series, you will learn about AI infrastructure compute, storage, observability, performance, optimization (deep dive), and security. This is the final part in my three-part AI infrastructure series. It's recommended to read the previous two articles published on DZone: AI Infrastructure for Agents and LLMs: Options, Tools, and Optimization AI Infrastructure Guide: Tools,...

DZone favicon DZone 8 days ago 1 min read

Pass the Google Generative AI Leader Certification Exam

Prepare for the Google Generative AI Leader exam and pass! A Generative AI Leader is a visionary developer with comprehensive knowledge of how generative AI (gen AI) can transform businesses. They have business-level knowledge of Google Cloud's gen A...

freeCodeCamp favicon freeCodeCamp 8 days ago 1 min read

AI-Driven Developer Tools: Transforming the Future of Software Development

Artificial intelligence is no longer such a far-fetched example of technology in software development; it is already a strong catalyst for change in software development. Machine learning requires less time, offers more intelligent decision-making, and streamlines repetitive tasks by using I-based developer tools. Rather than developers losing time to debugging, boilerplate code, or testing every possible scenario, AI...

DZone favicon DZone 8 days ago 1 min read

Write Once, Enforce Everywhere: Reusing Rego Policies Across Build and Runtime

In most organizations, security and compliance are enforced twice — once during build-time checks and again at runtime through admission controllers and monitoring systems. Often, the policies written at build-time are not reused at runtime, leading to drift, redundancy, and gaps in enforcement. With the rise of Open Policy Agent (OPA) and Rego, teams now have the opportunity to unify policy logic and reuse it...

DZone favicon DZone 8 days ago 1 min read

Understanding the Adapter Design Pattern in Go: A Practical Guide

Hey folks, I just finished writing a deep-dive blog on the Adapter Design Pattern in Go — one of those patterns that looks simple at first, but actually saves your sanity when integrating legacy or third-party systems. The post covers everything from the basics to practical code examples: How to make incompatible interfaces work together without touching old code When to actually use an adapter (and when not to) The...

Reddit Programming favicon Reddit Programming 8 days ago 1 min read

Beyond Traditional Load Balancers: The Role of Inference Routers in AI Systems

Inference routing is the process of routing AI inference requests to the most suitable model based on cost, latency, quality, etc. Unlike simple round robin-based routing found in traditional load balancers, factors such as request complexity, cost constraints, and GPU resource availability are considered in the decision-making layer. It acts as a layer that ensures requests are served by the optimal model for the...

DZone favicon DZone 8 days ago 1 min read

Why Enterprise AI Needs Agentic Messaging Platforms

Enterprise AI initiatives often follow a predictable pattern. They launch with ambitious goals: "We need AI agents that can automate workflows, integrate with our systems, and execute complex business logic." The demonstrations are compelling. The potential is clear. But then the implementation reality sets in.

DZone favicon DZone 8 days ago 1 min read

Tracing the syscall on a high level

Ever call f.write() in Python and wonder what actually hits the metal. Lets say you are writing a python function which involves writing to a file. Do you wonder what happens on a kernel level when writing that function. Lets trace a function call as it goes through to the kernel level Pre-requisites User space and kernel space: Linux runs applications in two modes, one is the kernel mode which is the most privileged...

Reddit Programming favicon Reddit Programming 9 days ago 1 min read

Documentation for BASIC Studio on PS2

BASIC Studio is a programming and asset (models, images, music) creation suite released in 2001 in Japan for the Playstation 2. I recently completed a complete translation of the included documentation, for those who might have fun with it. More info can be found here https://forums.insertcredit.com/t/welcome-to-basic-studio-powerful-game-workshop-ps2/5395 submitted by /u/mds01 [link] [comments]

Reddit Programming favicon Reddit Programming 9 days ago 1 min read

Introducing the Testing Vial: a (better?) alternative to Testing Diamond and Testing Pyramid

The Testing Pyramid emphasizes Unit Tests. The Testing Diamond emphasizes Integration Tests. But I really think we should not focus on technical aspects. That's why I came up with the Testing Vial. Let me know what you think of it! submitted by /u/davidebellone [link] [comments]

Reddit Programming favicon Reddit Programming 9 days ago 1 min read

Zed's DeltaDB idea - real problem or overkill?

Zed the editor pitched this thing called DeltaDB — a version control system that tracks every small code change and discussion, not just commits. https://zed.dev/blog/sequoia-backs-zed The idea is that this helps: Humans – who waste time figuring out why code was written a certain way because commit messages lose meaning and the real discussions are buried in Slack etc. AI agents – which today see only the code...

Reddit Programming favicon Reddit Programming 9 days ago 1 min read

Loglens - complete log analysis with easy to learn syntax

hey guys I recently made a new tool for log analysis. It allows you to search and query your JSONL files with a more natural language syntax than your usual SQL/jq/grep/awk filters. It has a stats command to get all the important statistics for your files, and a smart TUI that can look into any log file of any size. Much focus has gone into performance and making sure it can parse very large files. It's faster than a...

Reddit Programming favicon Reddit Programming 10 days ago 1 min read

Run a Raspberry Pi server at home with Tunnelmole

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

Reddit Programming favicon Reddit Programming 10 days ago 1 min read

Talking Postgres podcast: The Fundamental Interconnectedness of All Things with Boriss Mejías

I just published a podcast episode with guest Boriss Mejías (systems engineer, solutions architect, teacher, musician) about the methodologies he uses to tackle complex database issues. The topic: The Fundamental Interconnectedness of All Things. Douglas Adams fans will recognize the idea: look holistically at a system, not just at piece parts. We apply that lens to a few software problems (plus some fun analogies)....

Reddit Programming favicon Reddit Programming 10 days ago 1 min read

Practical Guide to Production-Grade Observability in the JS ecosystem

Full Article Link Stop debugging your Node.js microservices with console.log. A production-ready application requires a robust observability stack. This guide details how to build one using open-source tools. 1. Correlated, Structured Logging Don't just write string logs. Enforce structured JSON logging with a library like pino. The key is to make them searchable and context-rich. Technique: Configure pino's formatter...

Reddit Programming favicon Reddit Programming 10 days ago 2 min read

Rust 🦀 for french speaker's

As always, technologies arrive late to the Francophone sector due to a lack of resources, and I faced this when I started with Rust. It wasn't easy. That's why I decided to create a comprehensive, free Rust training course in French, allowing many people in the Francophone community to get started easily. I need your feedback and criticism to improve the quality and relevance of my content, if needed. submitted by...

Reddit Programming favicon Reddit Programming 10 days ago 1 min read

Viberank Leaderboard : Can you waste more of your employer's money?

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

Reddit Programming favicon Reddit Programming 11 days ago 1 min read

Postgrad thesis

Hello everyone, I'm a Postgraduate Student working on my Master's Thesis in Computer Science, and I would appreciate your input to complete my research that focuses on developing advanced social media threat detection systems using Transformer Models . Any Input will be highly appreciated submitted by /u/mambaheats [link] [comments]

Reddit Programming favicon Reddit Programming 11 days ago 1 min read

I combined ZetaMac and MonkeyType into the best quick math game. Go try it!

Hey everyone! I built a small side project that mixes the speed-typing flow of MonkeyType with the fast mental-math drills of ZetaMac. It’s a browser-based game that challenges your arithmetic speed while keeping that clean, minimal typing-practice aesthetic. Built with React, Next.js, Node, and TypeScript, it runs smoothly right in your browser, no signup needed but you can create an account to track your progress and...

Reddit Programming favicon Reddit Programming 11 days ago 1 min read

My Approach to Building Large Technical Projects

submitted by /u/Happy_Junket_9540 [link] [comments]

Reddit Programming favicon Reddit Programming 11 days ago 1 min read

CReact - JSX for the Cloud

This is my new pet project! this is extreme early and have lots of bugs What do you guys can expland on this idea? submitted by /u/Final-Shirt-8410 [link] [comments]

Reddit Programming favicon Reddit Programming 11 days ago 1 min read

Infusing AI into Your Java Applications

Artificial intelligence (AI) is becoming increasingly pervasive. As an Enterprise Java developer, you might be wondering what value AI can add to your business applications, what tools Java provides to easily do that, and what skills and knowledge you might need to learn. In this article, we equip you with the basic knowledge and skills that you need to start exploring the capabilities of AI to build intelligent and...

DZone favicon DZone 11 days ago 1 min read

I Triggered a Government Investigation into Microsoft (Update)

A while back I posted my article regarding the internal problems at Microsoft, and my complaint about the company, and received a lot of support across platforms from those both still inside the company and outside of the company who have been impacted by Microsoft's recent culture and morale crisis amid widespread corruption, wrongful terminations, replacement of workers with nonfunctional AI tools, alleged H1B visa...

Reddit Programming favicon Reddit Programming 11 days ago 1 min read

Need feedbacks and suggestions

Hi everyone, I'm currently working on a command-line interface (CLI) program written in C. It's called FileMaster and is available on GitHub. I'd appreciate it if you could check it out and let me know what you think. I'm also open to suggestions for new features or improvements to make it more useful. submitted by /u/ranacse05 [link] [comments]

Reddit Programming favicon Reddit Programming 11 days ago 1 min read

Diving into JNI: My Messy Adventures With C++ in Android

So, I've been deep in the trenches with JNI lately (yeah, that Java Native Interface stuff) while working on a project where we had to plug a C++ AI assistant into our Android app. At first, it felt like stepping into a weird twilight zone — half Java, half C++, and all these random edge cases you never think about until you hit them. I remember staring at the stack trace for what felt like hours, realizing that one...

DZone favicon DZone 11 days ago 1 min read

Long-Running Durable Agents With Spring AI and Dapr Workflows

Over the last year, we have seen a rise in various patterns and usages that combine popular frameworks, such as Spring AI and LLM interactions. In January this year, Christian from the Spring AI team published Building Effective Agents with Spring AI, covering common agentic patterns described in the Anthropic paper titled Building Effective Agents. I strongly recommend both of these blog posts to gain a good...

DZone favicon DZone 11 days ago 1 min read

Introduction to Spring Data Elasticsearch 5.5

It's been a while since my first article dedicated to Spring Data Elasticsearch usage as a NoSQL database was published. A couple of articles with configuration changes or hints followed the first article. Therefore, the main goal of this article is to define a new baseline for the full Elasticsearch setup. Note: All previous articles are listed at the end.

DZone favicon DZone 11 days ago 1 min read

How to Design a Rate Limiter (A Complete Guide for System Design Interviews)

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

Reddit Programming favicon Reddit Programming 11 days ago 1 min read

Evan You – From Art School Kid to Open Source Legend [Podcast #192]

Evan You is the creator of the popular Vue JavaScript library for front end development and the Vite JavaScript build tool that a lot of devs use as a boilerplate for their new projects. He's a self-taught developer based in Singapore. He shares tips...

freeCodeCamp favicon freeCodeCamp 11 days ago 1 min read

Stop React Native Crashes: A Production-Ready Error Handling Guide

You are demonstrating your next mobile application idea to investors, and suddenly the application crashes. Now you are clueless whether it crashed due to bad WIFI at the venue, your service is down, or your application itself hit a snag. There are no logs or alerts to tell you what just happened. Mere imagination of this scenario can send any founder or developer into panic and nervousness. Therefore, having robust...

DZone favicon DZone 11 days ago 1 min read

Fixing a Test Involves Much More Than Simply Making It Pass

Software tests are essential mechanisms in the development lifecycle designed to verify that code behaves as expected. They catch bugs, ensuring functionality aligns with requirements, and maintain overall system reliability through automated assertions on inputs, outputs, and states. However, fixing a failing test extends far beyond merely adjusting it to pass, as this superficial approach can mask deeper issues in...

DZone favicon DZone 11 days ago 1 min read

AI-Assisted Kubernetes Diagnostics: A Practical Implementation

Kubernetes troubleshooting follows a repetitive pattern: identify unhealthy pods, examine descriptions, review logs, analyze events, and correlate information to find root causes. For common issues like CrashLoopBackOff, ImagePullBackOff, or OOMKilled pods, engineers repeat the same diagnostic steps daily, sometimes dozens of times per week in busy production environments. The traditional workflow requires running...

DZone favicon DZone 11 days ago 1 min read

SLip - An aspiring Common Lisp environment in the browser.

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

Reddit Programming favicon Reddit Programming 11 days ago 1 min read