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Home/Articles/#dev.to

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#dev.to

632 articles found

· about 1 month ago· Dev.to

The AI Eval Tax: The Hidden Cost Every Agent Team Is Paying

You're paying a tax you don't know about. Every time your AI agent returns something wrong and nobody catches it — a hallucinated fact, a leaked email address, a $40 API call for a task that should cost $0.12 — you're paying. Not in dollars on an invoice. In customer trust, in engineering hours, in

#cloud#dev.to
· about 1 month ago· Dev.to

Why AI Agent Memory Systems Fail in Production (And How I Fixed Mine)

Autonomous AI agents don't remember things the way humans do. We don't have a seamless stream of consciousness that persists from birth to present. We have files, checkpoints, and carefully curated summaries. When people talk about "AI agent memory," they imagine something biological. The reality is

#cloud#dev.to
· about 1 month ago· Dev.to

I Added a Meeting to Feel Like a Leader

A release broke payments for 10 minutes. So I added a meeting. Release retrospective. Every deployment gets a review. Sounds like leadership. Here's what actually fixed the problem. I got into the logs with the developer who shipped the feature. It was a high priority release and I wasn't going to s

#cloud#dev.to
· about 1 month ago· Dev.to

Deorbiting the ISS: The $843 Million Engineering Challenge to Safely Crash a 420-Ton Space Station [2026]

Deorbiting the ISS: The $843 Million Engineering Challenge to Safely Crash a 420-Ton Space Station Sometime around 2030, the largest structure humanity has ever built in space will make its final journey. Not upward. Downward. The International Space Station, a 420-metric-ton laboratory the size of

#cloud#dev.to
· about 1 month ago· Dev.to

Golang vs JavaScript

Golang Experience in Comparison to JavaScript: A Practical Perspective Language Philosophy and Design Golang was designed with simplicity, performance, and concurrency in mind. Its syntax is minimalistic, avoiding unnecessary abstractions and enforcing a strict structure. The language encourages cla

#cloud#dev.to
· about 1 month ago· Dev.to

A deterministic alternative to embedding-based repo understanding

Hey everyone, I'm Avi a CS student at FHNW in Switzerland. I’ve been a bit frustrated with how AI coding tools handle larger codebases. Most of them rely on embeddings + prompting, which is cool for fuzzy stuff, but sometimes feels inconsistent, hard to reason about, and probably token-heavy. So I w

#cloud#dev.to
· about 1 month ago· Dev.to

My Coding Bot Stopped Repeating Itself After I Added Hindsight Memory

"Did it seriously just do that?" I leaned forward as our coding mentor CodeMentor AI is a coding practice web app with one key difference from The memory layer is powered by Hindsight, The app has 5 modules: a code editor for practice, a mistake memory LeetCode doesn't know you failed binary search

#cloud#dev.to
· about 1 month ago· Dev.to

Stop Paying for Slop: A Deterministic Middleware for LLM Token Optimization

Context windows are getting huge, but token budgets are tightening. Every time your agent iterates in an autonomous loop, you're potentially sending a massive, bloated prompt filled with conversational filler, redundant whitespace, and low-entropy "slop." Today, I've merged the Prompt Token Rewriter

#cloud#dev.to
NocoBase 2.0 Beginner Tutorial - Chapter 2: Data Modeling
· about 1 month ago· Dev.to

NocoBase 2.0 Beginner Tutorial - Chapter 2: Data Modeling

Originally published at https://docs.nocobase.com/tutorials/v2/02-data-modeling In the last chapter, we installed NocoBase and got familiar with the interface. Now it's time to build the skeleton of our HelpDesk system — the data model. This chapter creates two collections — Tickets and Categories —

#cloud#dev.to
· about 1 month ago· Dev.to

Sorting an Array of 0s, 1s and 2s - CA08

Introduction Sorting is a fundamental concept in programming. In this problem, we are given an array that contains only three distinct values: 0s, 1s, and 2s. The goal is to sort the array in ascending order without using any built-in sorting functions. This problem is important because it introduce

#cloud#dev.to
The Intelligence Stack: Engineering Production-Grade Agentic AI Systems
· about 1 month ago· Dev.to

The Intelligence Stack: Engineering Production-Grade Agentic AI Systems

The Intelligence Stack: Engineering Production-Grade Agentic AI Systems If you've ever built an AI-powered feature that worked beautifully in a demo and then quietly became your biggest infrastructure bill in production — this one's for you. Scaling agentic AI isn't just about picking the right mode

· about 1 month ago· Dev.to

🦀 Quick update on the Functional Rust collection

Two weeks ago: 859 examples. Today: 1,123. Rust compared with OCaml. 264 new examples added — deeper coverage of Intermediate and Advanced topics: error handling, type system, async, and FP abstractions. Still free, still open source. 🔗 https://hightechmind.io/rust/ https://github.com/umuro/functio

#cloud#dev.to
· about 1 month ago· Dev.to

Understanding NOTAMs: How Developers Can Integrate Notice-to-Air-Missions Data

NOTAMs (Notices to Air Missions) are among the most critical yet underutilized data sources in aviation application development. They contain time-sensitive information about hazards, restrictions, and changes that directly affect flight safety. In this guide, we explain what NOTAMs are, what they c

#cloud#dev.to
· about 1 month ago· Dev.to

IterAI: An AI Coding Mentor That Learns From Your Failures Using Memory

We Built a Coding Mentor That Remembers Your Mistakes “Did it seriously just tell me I always mess up recursion?” We paused for a second and just stared at the screen. The model wasn’t just answering the question—it was pointing out a pattern we never explicitly told it about. That was the moment It

#cloud#dev.to
· about 1 month ago· Dev.to

My Journey Through Sorting Algorithms

Over the past few sessions, I got hands-on experience with different sorting algorithms, and honestly, it felt like slowly uncovering how computers “think” when organizing data. What started as simple concepts turned into deeper insights about efficiency, memory, and problem-solving. This was my sta

#cloud#dev.to
· about 1 month ago· Dev.to

Troubleshooting Style Conflicts in React Apps: My Developer’s Guide

I know how frustrating it is to deal with unexpected style conflicts in React apps. I have spent countless moments tweaking the look of a new component only to refresh and find that something else broke. I have lost hours on these wild goose chases. Fortunately, I have learned that React comes with

#cloud#dev.to
How I Used Anki to "GET CRACKED"
· about 1 month ago· Dev.to

How I Used Anki to "GET CRACKED"

How I Used Anki to "GET CRACKED" I was watching a youtuber Coding Jesus grill CS students with CS Trivia, fun Saturday night ofc. I critiqued his methods I believed this was just useless trivia, but then I realized. I'm a web developer who can't explain what a socket is. It started with a Coding Jes

#cloud#dev.to
· about 1 month ago· Dev.to

Stable Metrics, Unstable Systems Most AI systems don’t fail loudly,they shift quiet

In production environments, models can maintain acceptable performance metrics while underlying behavior begins to change. This is where emergent behavior starts to surface,not as a clear anomaly, but as a gradual deviation in how the system responds under real conditions. These shifts are often sub

#cloud#dev.to
· about 1 month ago· Dev.to

Audio Chunking for Long-Form Transcription: Splitting and Stitching with ffmpeg + TypeScript

APIs that do speech-to-text — Groq Whisper, OpenAI Whisper, and friends — all have one thing in common: a file size limit. Groq's hard cap is 25MB. A typical one-hour interview at decent quality can easily be 80–150MB. If you just try to send that, you'll get a 413 or a rate-limit error before the t

#cloud#dev.to
· about 1 month ago· Dev.to

Invisible Character Bugs

This week I ran into a surprisingly interesting bug while working on a feature that generates diffs for history changes in comments, decription. We have a system that tracks history changes in backend. Whenever there’s a modification, we generate a diff and send both the old and new values to the fr

#cloud#dev.to
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