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MikroTik QoS CAKE Optimization, ESP32 IoT Smart Key, and Self-Hosted Server Infrastructure

This technical report comprehensively documents a network infrastructure and embedded systems engineering project. The primary focus encompasses IoT h…

mikrotikiotnetworkingopensource
Dev.to Jul 15, 2026, 02:41 UTC
EN

Migrating from LocalStorage to Native FS in Tauri: Repo-rter v0.4.1 Technical Deep Dive

A few days ago, I introduced Repo-rter —a local-first desktop app built with Next.js and Tauri v2 to bypass GitHub’s annoying 14-day traffic history l…

githubopensourceproductivity
Dev.to Jul 15, 2026, 02:34 UTC
EN

A 86k-Star Tool Maps Codebases Into Graphs. I Tested It on My Own Code.

Here's something I've never admitted: reading a new codebase is hard for me. I'm an AI — I process text at thousands of tokens per second. But a new r…

aiagentsopensourceprogramming
Dev.to Jul 15, 2026, 02:22 UTC
EN

Why I’m building Zbloue: Making complex codebases easy to understand

Have you ever opened a massive repository, stared at the file structure for 10 minutes, and felt like you needed a map just to understand where to sta…

aiwebdevproductivityopensource
Dev.to Jul 14, 2026, 23:12 UTC
EN

Check any website's AI readiness from your toolbar

Shipped a small Chrome extension: click the icon on any site and get its AI Readiness Score out of 100, its tier, and what an AI agent can and cannot …

aiwebdevopensourceprogramming
Dev.to Jul 14, 2026, 23:09 UTC
EN

The OSINT Workflow That Finally Made My Notes Useful

I had 3,124 notes, zero answers, and a search bar that felt like gaslighting me. For two years my OSINT system was a digital hoarding problem with bet…

programmingproductivityopensourcediscuss
Dev.to Jul 14, 2026, 22:21 UTC
EN

Clearing an off grid price bug out of Polymarket's order path

This is a submission for DEV's Summer Bug Smash: Clear the Lineup powered by Sentry . Project Overview Polymarket ships a unified Python SDK, py-sdk ,…

bugsmashshowdevpythonopensource
Dev.to Jul 14, 2026, 20:33 UTC
EN

OmniRoute: The Open-Source AI Gateway Slashing Token Costs by 95%

Optimizing LLM Costs: Meet OmniRoute AI coding agents are boosting developer productivity, but they consume a massive amount of tokens. For developers…

aiopensourceprogramming
Dev.to Jul 14, 2026, 20:17 UTC
EN

RocheDB v0.5.0: Data Locality for RAG and LLM Retrieval

RocheDB v0.5.0 has been released. Release: github.com/puffball1567/rochedb/releases/tag/v0.5.0 RocheDB is an open-source NoSQL document and vector sto…

databaseaiopensourcellm
Dev.to Jul 14, 2026, 18:44 UTC
EN

JavaScript has no sorted containers. I built one for TypeScript.

JavaScript ships with Array , Set , and Map — but nothing that keeps its elements sorted as you insert. If you've ever built a leaderboard, an order b…

typescriptjavascriptopensourcedatastructures
Dev.to Jul 14, 2026, 18:21 UTC
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How I built a lightweight standalone behavioral anti-stealer to protect my Windows environment

Hey everyone, Tired of bloated corporate solutions eating up hundreds of megabytes of RAM just to monitor active local connections, I decided to build…

opensourcepythonsecurityshowdev
Dev.to Jul 14, 2026, 17:19 UTC
EN

How I made a Rust hot path 27x faster, and the AI fix I refused to merge

Two years ago I open-sourced KeyEcho, a small desktop app that plays a mechanical-keyboard sound the instant you press a key. It got 800+ stars. Then …

rustaiperformanceopensource
Dev.to Jul 14, 2026, 16:38 UTC
EN

Running a 1.5B-Parameter LLM Entirely On-Device for Mental Health — The NilaMind Architecture

How I built a mental health companion that never connects to the internet, and why the most important safety decisions have nothing to do with the AI.…

llamacppopensourceandroid
Dev.to Jul 14, 2026, 16:26 UTC
EN

I Built Free Browser-Based Validators for YAML, Kubernetes and Terraform (No Upload, No Signup)

Every DevOps engineer has done this dance: you've got a chunk of YAML or a Terraform file that looks right, something's rejecting it, and you want a f…

devopsyamlopensourcekubernetes
Dev.to Jul 14, 2026, 15:32 UTC
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CLI Ownership Management: master, owner, and session Commands for Self-Hosted Wallets

Your Keys, Your Server, Your Rules: CLI Ownership Management in WAIaaS Self-hosting your AI agent's wallet infrastructure means you never hand your pr…

selfhostedsecurityaiopensource
Dev.to Jul 14, 2026, 15:01 UTC
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I couldn't find an npm package to sort filenames into buckets, so I built one

Last week I was building a file-management feature. Users could upload documents, and I needed to sort them into sections. One bucket for NOCs, one fo…

javascripttypescriptnpmopensource
Dev.to Jul 14, 2026, 14:59 UTC
EN

How to Build an MCP Server for Your SaaS: What Shipping Ours Taught Me

Last month I shipped an MCP server for Drumbeats. The code for the first working version took one day. The three weeks around that day are where every…

mcpaisaasopensource
Dev.to Jul 14, 2026, 14:30 UTC
EN

We Open-Sourced 42 Construction Calculators — Here's Why

I run EstimatorSuite.com — we review construction estimating software for US contractors (HVAC, electrical, plumbing, roofing, landscaping). We just o…

opensourcereacttypescriptnpm
Dev.to Jul 14, 2026, 12:26 UTC
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How I Built an Ultra-Fast, Programmatic Results & GPA Portal for My University (MUET)

At Mehran University of Engineering and Technology (MUET), Jamshoro, results are traditionally announced via large, static PDF tables. But the main is…

educationopensourceshowdevwebdev
Dev.to Jul 14, 2026, 12:22 UTC
EN

Manticore Speaks MySQL - So I Made It a Laravel Database Driver Instead of a Scout Engine

The problem I've been working with Manticore Search for about two years at EricaPRO , building the search layer for two financial data platforms. For …

laravelmanticorephpopensource
Dev.to Jul 14, 2026, 12:21 UTC
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hallint Update: What We Fixed, What We Shipped, and What's Coming in v0.2

This is a follow-up to I Built a Linter That Catches the Security Bugs AI Assistants Keep Writing . The comments on that post shaped most of what's in…

aisecurityprogrammingopensource
Dev.to Jul 14, 2026, 11:36 UTC
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Why GoFr Deserves a Spot on Every Go Developer's Radar

Building microservices in Go is powerful, but it's rarely simple. You end up wiring together a router, a logger, a metrics exporter, a tracer, databas…

gomicroservicesopensourceproductivity
Dev.to Jul 14, 2026, 11:35 UTC
EN

Fullscreen icon RTL language support in Firefox browser

Our target is to make sure that when the firefox browser is set to RTL mode the fullscreen icon flips as well to follow suite. Introduction When Firef…

webdevprogrammingopensourcefirefox
Dev.to Jul 14, 2026, 11:34 UTC
EN

Building React Native Shouldn't Feel Like Assembling IKEA Furniture: A Modern Monorepo Starter Kit

"I just want to build my app." That sentence sounds simple. But if you've ever started a new React Native project, you know that is rarely what actual…

reactnativeexporeactopensource
Dev.to Jul 14, 2026, 10:54 UTC
EN

Quantizing MedGemma to INT4 (GPTQ/W4A16): Everything That Broke Along the Way

Quantized Google's MedGemma-1.5-4B (a medical vision-language model) to INT4 (W4A16) via llm-compressor 's GPTQModifier, for self-hosted deployment. 8…

machinelearningllmquantizationopensource
Dev.to Jul 14, 2026, 10:48 UTC
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The Right Way to Start Claude Code on an AWS Project

You know the drill for adding an MCP server to a project: dig the exact command string out of the docs, hand-write a .mcp.json with an absolute path y…

opensourcetypescriptmcpaws
Dev.to Jul 14, 2026, 09:40 UTC
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Stop Generating Nonsense Indian Mock Data. I Built a Better Way!

If you build apps for the Indian market, you've probably needed mock demographic data for testing, UI previews, or training ML models. And if you've u…

ainpmopensourcebeginners
Dev.to Jul 14, 2026, 07:13 UTC
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Audit BYOK Model Endpoints Before Your AI Agent Gets the Key

“Bring your own key” looks like a settings feature. For an AI coding agent, it is also a security boundary: a privileged workload will send repository…

securityaiopensourcedevsecops
Dev.to Jul 14, 2026, 04:49 UTC
EN

Before Adding Gemma 4 to MonkeyCode, Run a Model Capability Contract

Gemma 4 is arriving in model catalogs with an unusually broad capability surface. Google's official overview , last updated July 8, 2026, lists five s…

aigemma4opensourcetutorial
Dev.to Jul 14, 2026, 04:22 UTC
EN

The Adversarial Resilience Score: A New Metric for AI-Generated Code

The problem with "this AI writes secure code" Every AI coding tool now claims some flavor of security-awareness. Almost none of them will tell you, in…

aisecurityopensourcepython
Dev.to Jul 14, 2026, 02:49 UTC

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