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the BirdNET

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass What I Built TrailCall is an offline bird-call companion for walks. You record a short clip on the t

dev.to Oct 10, 2026 Read more →

Building SynBio Studio: an IDE for programming biology (BioScript, Rust LSP, SBOL)

Hi! I'm Jorge Guillem Najarro, a developer from Catarroja (Valencia, Spain). For the past months I've been building SynBio Studio, an integrated development environment for synthetic biology. I'm shar

dev.to Oct 10, 2026 Read more →

Your Data Pipeline Passes Every Check While Your LLM Quietly Degrades

TL;DR — Schema validation, null checks, and row-count monitors catch structural failures in AI data pipelines, but they're blind to semantic drift — the slow, silent shift in meaning caused by change

dev.to Oct 10, 2026 Read more →

Is AI-Assisted Work Cheaper? A Five-Day Cost Estimate

Prepared with AI assistance using my work records and a cost-estimate report. The cost comparisons are estimates. I went back through five days of work done with AI tools and tried to put a price on

dev.to Oct 10, 2026 Read more →

From Python Projects to Real-World Solutions: My Developer Journey on Topmate

How I'm turning my coding skills, creative ideas, and curiosity into practical digital solutions. As developers, we often start by learning a programming language, experimenting with small projects,

dev.to Oct 10, 2026 Read more →

Animated GitHub contribution snake for your profile README, your repos, and your orgs

GitHub keeps a contribution calendar for user accounts and nothing else. A repository doesn't have one, and neither does an organization. That's why every contribution snake you've seen sits on some

dev.to Oct 10, 2026 Read more →

A Threads Search Result Is a Thread, Not a Post

I run a visa agency in Bali. The part of my week that has nothing to do with visas is building scrapers on Apify, and one of them searches Meta Threads: you give it a keyword or a hashtag, it gives yo

dev.to Oct 10, 2026 Read more →

Section 3a: f-divergences

I am working through Mathematical Foundations of Generative AI, Prof. Prathosh AP's public lectures. The playlist is the spine. These notes are my deep dive on each section: a visual when the picture

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How to Scrape Public Telegram Channels Without an API Key (Step by Step)

A lot of OSINT work dies at the first step: Telegram's official API only sees channels you join, and joining 200 channels to monitor 200 channels is not a plan. Here is the no-login method I run in pr

dev.to Oct 10, 2026 Read more →

CodeRabbit vs Copilot?

Pick by four things your team already knows: where your repositories live, whether a bot should review every pull request or only on request, how you want to be billed, and whether the reviewer must r

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I made `git push` refuse to work until I touch grass

This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 1, Touch Grass. What I Built For the past couple of weeks I've been losing track of time. I'd look up, see 1 o'clo

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GrassQuest : An Open-Weight AI That Gets You Outside, Not Scrolling

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass What I Built I built GrassQuest 🌿, an app that gives you a reason to step away from your screen and

dev.to Oct 10, 2026 Read more →

I Gave Meta's Muse a Budget. Here's How It Spent It.

Disclosure: I work at AIsa, and AIsa is our product. Everything about Muse below comes from my own use, including the screenshots. Rio estimated the call would cost about three cents. The quote came

dev.to Oct 09, 2026 Read more →

When a Cleanup Label Must Not Come from a Free Model

A night job once treated a customer export as scratch. The label came from a free model on a borrowed host. The worker removed that export before the first page. The scene above is a composite, not a

dev.to Oct 09, 2026 Read more →

What a vision model can (and can't) tell you from a selfie

A few weeks ago I added a seasonal colour analysis to Fring, the free wardrobe app I build on my own: you upload a selfie, you get your colour season, your undertone and six colours that suit you. It

dev.to Oct 09, 2026 Read more →

GrassQuest: A 30-Second App That Sends You Outside (my pick: short and clear)

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass What I Built GrassQuest is a tiny web app with one goal: spend 30 seconds on the screen, then go out

dev.to Oct 09, 2026 Read more →

I built a fact-checked meme explainer site with Next.js static export (and structured data for LLMs)

When a meme goes viral, the search intent is simple: what is this, where is it from, is it real? That’s an ideal case for a small static reference site. I built one for the Rumpelstiltskin AI meme, an

dev.to Oct 09, 2026 Read more →

Stop Building Microservices For A Monolith Problem

We love complexity because it feels like progress. Three weeks into a new SaaS build, half the engineering team is arguing about service meshes, gRPC contracts, and eventual consistency models for a d

dev.to Oct 09, 2026 Read more →

Freeze a Failing Oracle Before Any Model Touches an OSS Patch

A weekend contributor clones a small library, reproduces a parser bug, and asks a coding model to repair it before dinner. The model returns a tidy diff, a confident summary, and a test that already p

dev.to Oct 09, 2026 Read more →

WildSense: Find Your Outside Building an Open-Source Nature Exploration Experience

WildSense: Find Your Outside — An Open-Source Project Making Nature Exploration Interactive What I Built WildSense — Find Your Outside is a web project built around a simple idea

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