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DEV Community • 2026-08-02 04:45

AI Won't Replace DevOps Engineers—But These 7 Skills Will Make You Irreplaceable in 2026

The future of DevOps isn't about competing with AI—it's about learning how to work alongside it. Artificial Intelligence has changed DevOps forever. Today, AI can generate Terraform code, write Dockerfiles, explain Kubernetes manifests, create CI/CD pipelines, debug Bash scripts, and even help troubleshoot production issues. Many developers are asking: "Will AI replace DevOps Engineers?" T...

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4m read
Lobsters • 2026-08-02 04:40

Atom is better than RSS, in ways that matter

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1m read
DEV Community • 2026-08-02 04:37

How to Setup NFS Sharing on Debian 13 and Mount on macOS, Linux, and Windows (with Performance Tuning)

Network File System (NFS) allows you to share directories between systems over a local network. This guide covers setting up an NFS server on Debian 13, mounting it across macOS, Linux, and Windows, and optimizing read/write speeds. Part 1: NFS Server Setup (Debian 13) Install NFS Kernel Server Update package lists and install the NFS server package: sudo apt update sudo apt install nfs-k...

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2m read
DEV Community • 2026-08-02 04:34

Portable Agent Governance at Solo-Developer Scale: A Four-Domain Case Study

Portable Agent Governance at Solo-Developer Scale: A Four-Domain Case Study Summary This is about a file-based execution protocol, maintained by hand across four independent, real production projects (a crypto trading system, an e-commerce web app, an AI decision system, and an agent infrastructure layer). The person who built it doesn't write a single line of code. They desi...

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9m read
DEV Community • 2026-08-02 04:30

Human-in-the-Loop vs Autonomous AI Agents: A Cost Comparison

Originally published on robatdasorvi.com Putting a human in the loop doesn't make your AI system safer — it makes it slower, more expensive, and for most task categories at scale, less accurate. That sentence will make some of you close this tab. That's fine. But if you're building an AI agent pipeline and you've defaulted to human-in-the-loop because it feels like the responsible call, you're s...

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7m read
DEV Community • 2026-08-02 04:30

RAG Is Not Enough: What Retrieval Still Gets Wrong in 2026

Originally published on robatdasorvi.com For about two years I told clients that retrieval-augmented generation was the fix for hallucination. Bolt a vector database onto the model, ground every answer in a real document, ship it. I was wrong, or at least only half right, and the data proving it has been sitting on arXiv since May 2024. Here is the number that should have stopped the RAG victory...

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8m read
DEV Community • 2026-08-02 04:30

Twelve AWS networking questions, and what the interviewer is actually listening for

I have asked some version of "walk me through why this EC2 instance can't reach the internet" in about forty interviews. Maybe six people answered it well. Not because it's hard. Because most candidates answer the question they wish had been asked. They recite what a NAT gateway is. The question was diagnostic, and diagnosis is a different skill from definition. These are the twelve that come up...

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8m read
DEV Community • 2026-08-02 04:24

The Data Structure That Finally Made Recursion Click For Me

Data structures and algorithms in C++ was probably the course that pushed me the hardest this year. A lot of it clicked eventually, but one topic in particular — linked lists combined with recursion — took me way longer to understand than I expected. Here's what finally made it make sense. Why linked lists felt harder than arrays Coming from arrays, linked lists felt unnecessarily comp...

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3m read
DEV Community • 2026-08-02 04:23

Episode 1 — The Friday Deploy

Week 1. "Today you'll shadow me during a deployment." What You'll Learn By the end of this series, you'll be able to explain confidently: What actually happens after git push How GitHub Actions, Jenkins, GitLab CI, and other CI systems work conceptually Why runners exist and how they execute your code How production deployments differ from local deployments Why companies u...

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15m read
DEV Community • 2026-08-02 04:22

What I Learned Writing Assembly After Only Knowing Java and JavaScript

Before this semester, the lowest-level language I'd written was Java, with some JavaScript on top. Then my computer architecture course threw RISC-V assembly at me, and it completely changed how I think about what's actually happening when my code runs. Here's what stood out to me. No more "just call a function" In Java or JavaScript, you write something like: function add(a, b) { ...

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Hacker News: Front Page • 2026-08-02 04:21

Running Kimi K3 on MI355X at Better Performance per Dollar Than B300

Article URL: https://www.wafer.ai/blog/kimi-k3-mi355x Comments URL: https://news.ycombinator.com/item?id=49141073 Points: 8 # Comments: 0

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DEV Community • 2026-08-02 04:20

Voice Commander: Control Your Mac with Hey Jarvis

The Problem With Cloud AI Every token costs money. Every API call adds up. And your data goes to their servers. The Local Alternative brew install ollama ollama pull llama3.2 ollama serve Now you have a GPT-4 level model running on your MacBook. Free. Private. Fast. Real Code Example import requests def ask_local_ai(question): r = requests.post( ...

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DEV Community • 2026-08-02 04:14

Java References vs Values: The Mistake That Confused Me

When I started learning object-oriented programming in Java, I hit a wall that I think a lot of beginners hit: I thought I understood how variables worked, until objects entered the picture. Here's the mistake I made and what actually clarified it for me. The mistake In Java, primitive types (int, double, boolean, char, etc.) work exactly how you'd expect — when you assign one variable...

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3m read
DEV Community • 2026-08-02 04:13

A 125M model beat a 14B LLM at de-identifying medical text 40 faster, on CPU

Your data never leaves the machine - and you can check my math Building localscrub, a local-first PHI de-identification cascade, and benchmarking it honestly against the standard baseline - on one consumer laptop, with zero real patient data. De-identifying clinical text today forces a bad trade. Cloud de-id APIs are accurate, but you send the sensitive data out in order to scrub it ...

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13m read
DEV Community • 2026-08-02 04:11

Turn Chatbot Misunderstandings Into Grammar Regression Tests

A custom-grammar bot can be reliable right up until someone types a perfectly reasonable sentence that the grammar author did not anticipate. The uncomfortable choice is usually framed as either: keep the grammar deterministic but frustratingly narrow, or let an AI model interpret everything and accept less predictable behavior. That is the wrong boundary. You can keep command execution deter...

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10m read
DEV Community • 2026-08-02 04:09

I Built an AI Name Generator Because Naming Is Harder Than It Looks

Naming things is one of those problems that looks simple until you actually have to do it. A startup founder needs a product name. A developer needs a project name. A writer needs character names. A new pet owner needs a name. Parents spend hours looking for the perfect baby name. The problem is always the same: there are millions of names, but finding the right one is surprisingly difficult...

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2m read
Hacker News: Front Page • 2026-08-02 04:07

Don't credit the LLM

Article URL: https://isaacsu.com/2026/08/dont-credit-the-llm/ Comments URL: https://news.ycombinator.com/item?id=49141008 Points: 8 # Comments: 3

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DEV Community • 2026-08-02 04:06

Memory Leaks: You Freed It. It Didn't Leave

The work finished an hour ago. Nothing is running. And 113 MB just sits there. Restarting fixes it. Which means nothing is fixed. Here is the missing picture, with real numbers from my machine. You cannot free memory. At all. In Java there is no delete and no free. Your code can only do one thing: cut arrows. int[] data = new int[50_000_000]; // ~190 MB, one arrow to it da...

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4m read
Hacker News: Front Page • 2026-08-02 04:05

Canadians are leaving the country at record levels. Can anyone solve this?

Article URL: https://thehub.ca/2026/04/03/can-anyone-solve-canadas-brain-drain-problem/ Comments URL: https://news.ycombinator.com/item?id=49140996 Points: 7 # Comments: 3

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DEV Community • 2026-08-02 03:53

"iota ใน Go — อักษรกรีกตัวจิ๋วที่กลายเป็นเครื่องมือทรงพลัง"

📅 เขียนเมื่อ: กรกฎาคม 2026 ⚠️ ตรวจสอบข้อมูลจาก Go Specification, APL documentation, และบันทึกของผู้พัฒนา ถ้าคุณเขียน Go มาระยะหนึ่ง คุณคงเคยเห็น iota — เจ้า identifier ประหลาดที่ไม่มีใครรู้ว่ามันคืออะไรตอนเจอครั้งแรก const ( Monday = iota + 1 // 1 Tuesday // 2 Wednesday // 3 ) มันไม่ใช่ keyword, ไม่ใช่ type, ไม่ใช่ function — มันคืออะไรกันแน่? และที...

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