How to Analyze Analyst Estimate Ranges with Python
🌍 FreeCodeCamp

How to Analyze Analyst Estimate Ranges with Python

Most financial models use analyst consensus as a single forward-looking input: revenue estimate, EPS estimate, EBITDA estimate, or some version of a forward margin assumption. That works, but it flatt
How to Handle Small Context Window Limits in RAG Systems
🌍 FreeCodeCamp

How to Handle Small Context Window Limits in RAG Systems

Retrieval-augmented generation, or RAG, is a pattern where an application retrieves relevant source material and adds it to a model prompt so the model can answer from that context. A larger context w
How to Schedule Jobs in PostgreSQL with pg_cron
🌍 FreeCodeCamp

How to Schedule Jobs in PostgreSQL with pg_cron

Every backend system eventually needs something to run on a schedule. Old sessions need deleting, summary tables need rebuilding, materialized views need refreshing, and maintenance tasks need to happ
How to Avoid Overusing useCallback and useMemo in React
🌍 FreeCodeCamp

How to Avoid Overusing useCallback and useMemo in React

If you've spent enough time in the React ecosystem, you'll have likely seen codebases where nearly every function is wrapped with useCallback and the computed value is wrapped with useMemo. The reason
Build a Self-Healing CI/CD Pipeline with AI
🌍 FreeCodeCamp

Build a Self-Healing CI/CD Pipeline with AI

Learn how how to build a fully autonomous, self-healing CI/CD pipeline from scratch with a new course we just posted on the freeCodeCamp.org YouTube channel. Farzeen Ali developed this course. In this
Reddit

Made a free, open-source Mac menu-bar app that bundles a bunch of small utilities. What should I add next?

Hey all, I kept collecting tiny single-purpose menu-bar apps. One to keep my Mac awake, one for my hosts file, one for focus-follows-mouse. My menu bar slowly turned into a mess. So I built Quiver: one menu-bar icon that holds a bunch of small utilities you can flip on and off individually. Free, open source, no account, no telemetry, pure Swift/AppKit, stays out of the Dock. It bundles five right now: Follow Focus: focus-follows-mouse, so the window under your pointer raises and focus...
Reddit

I built a tool to run Apple Search Ads the tedious-but-correct way β€” one keyword per campaign. Here's it managing 126 campaigns for my own app.

I make iOS apps, and Apple Search Ads has always been the most frustrating part of growth for me. The platform has basically zero automation β€” you can only create campaigns and change bids by hand, one at a time, in their dashboard. The "correct" way to run ASA is one keyword per campaign with exact match, because then you can see exactly which keyword makes money instead of everything being blended together. But nobody does this, because managing dozens or hundreds of separate campa...
I built a privacy first mobile dock which connects with my PC, provides me with quick access buttons for different apps and change my lights based on what I'm doing and yes it has offline voice support.
Reddit

I built a privacy first mobile dock which connects with my PC, provides me with quick access buttons for different apps and change my lights based on what I'm doing and yes it has offline voice support.

Recently I got my new desk and I started to customize things, so I made this Dock app + Rust based engine( I used cursor for the app since I'm not much into kotlin), the app is built like a standby Dock which can provide me quick access buttons based on what app is opened. It also changes the lights of my setup based on what kind of task I am doing( it identifies the tasks automatically) + recently I added voice command feature to this to do basic commands like opening things, playing music sear...
Feedback First Real Project - Cronjobs to Subscribable Calendar
Reddit

Feedback First Real Project - Cronjobs to Subscribable Calendar

Hi Everyone I created a small Python project that takes the cronjobs on the system and converts them into an ICS file which can be used as a subscribable calendar. I thought i should post it, as someone might like it or have some use for it. It might not be perfect, but I had a problem and thought I should try to create a solution A few notes It has not been tested on multidevice setup (I do not have another device) It has not been tested on Mac (I do not have one) I am working on ...
Reddit

I made a community app that will have a focus on maximizing the way you want to express yourself!

Hey, I'm Fernando, the solo dev of a community app called Acid . I believe that Reddit and Discord are great, but neither of them was built for the way people like to express themselves. Reddit is mostly text-first and visually flat. Discord is great for chat, but treats long-form content as an afterthought, and Tumblr's tools have stagnated. Acid is an app that respects how people actually want to share. with customization, post types, and tools that make text feel like a creative artifact...
Reddit

Learned the hard way: Building for a problem you don't feel yourself is a recipe for failure (my pivot story with Xoru)

Hey folks, wanted to share a pretty big lesson I learned recently. I launched a "content toolkit" a few months back – URL shortener, caption generator, storefront. Seemed like a solid idea for creators. Got traffic, which was exciting. But then I saw the data: most of the URL shortener usage was straight-up spammers. And the actual users? They'd sign up, try one tool, and just... leave. Zero stickiness. It hit me: I wasn't solving a problem *I* felt. I was building what I *though...
Reddit

built a tiny app for when you cant start the task youre avoiding | would love honest feedback

adhd. my issue was never todo lists, i have like 6 half dead ones. its the part where i stare at the thing for 3 hours and dont start. so i made something stupid simple called tinystart. you type what youre putting off (ex "do my taxes"), it gives you a first step thats almost embarrassingly small ("put all the papers in one pile"), and starts a 2 min timer. you finish that, it gives you the next step. thats it. trying hard not to build another app people delete in a week...
Reddit

I built a small tool that checks how ready your GitHub repo feels for other people

I made a free little tool called RepoGrade that gives any public GitHub repo a score from 0 to 100. It looks at things like the README, setup instructions, screenshots, tests, CI, license, env examples, repo metadata, and general project health. It doesn't try to judge whether your code is amazing or whether the idea is good but it's a deterministic quick check for if your repo looks trustworthy/understandable and has all the things a good repo should have. I built it because I kept seeing t...
Reddit

I built a tool that auto-clips long YouTube videos and posts them to Shorts/TikTok/Reels without me touching anything , looking for honest feedback

Hey all , I'm a solo (student) founder and I've been building this over my summer break, so I'd really value some honest feedback rather than just "looks cool." The problem I kept hitting: turning one long YouTube video into short clips for TikTok, Reels, and Shorts takes hours. Scrub for the good moments, cut each one, caption it, reformat for each platform, then post on each one separately. Every single upload. It's the most tedious part of creating, and it's why most people post s...
Reddit

Launching a "one-time" Hobby Starter Box for busy adults. Love to recieve your advice on the idea and model!

Hey everyone, I’m validating a physical product idea aimed at busy adults who want to try a new analog hobby (like bookbinding or desktop aquascaping) but get stuck in the "research gridlock" of buying gear across multiple websites. The Concept: Good Quality, high-aesthetic, one-time purchase Starter Boxes. No monthly subscription mess. Includes only the essential high-end tools, raw materials, and a step-by-step roadmap to pick up the hobby and give it a go. This idea cam...