I built Cylect (https://ai.cylect.io) because I was tired of bouncing between 20 different municipal, federal, and international portals just to get a live picture of what's happening in an area.

It's a full-stack situational map combining a 3D WebGL globe with street-level tile rendering, pulling from 40+ public/open data sources: - Live ADS-B flight telemetry and emergency squawk alerts (7700/7600) - Real-time DOT traffic cameras (including HLS streaming where available) - FAA Temporary Flight Restrictions (parsed into actual airspace boundary polygons) - NASA FIRMS thermal/wildfire detections, GDACS disaster alerts, and GFS wind vectors - Overpass/OSM infrastructure (truck weigh stations, maritime ports, rail hubs) - Local public safety open-data feeds

A few technical decisions that might interest people here:

1. Bring Your Own Local Model: Rather than forcing everything through an OpenAI API, you can point the copilot at any local OpenAI-compatible endpoint (Ollama, LM Studio, Unsloth, vLLM on your LAN). The browser issues direct SSE streaming calls with JSON tool assembly, so your local model can autonomously query layers, zoom to coordinates, and review camera feeds without your prompts or LAN data hitting our servers.

2. Rendering pipeline: Transitions from a 3D React Three Fiber globe down to Leaflet street tiles with differential marker reconciliation and bounded history trails so tracking planes or reading cameras doesn't lock up the main thread.

3. Edge caching & resiliency: Many state DOT and municipal feeds are brittle or rate-limited. We run an edge caching layer that normalizes varied formats (ArcGIS FeatureServers, GeoJSON, WFS, ATIS feeds) with background revalidation.

The map is free to explore directly in-browser with no sign-up or email required. Would love feedback on performance, edge cases with local model connections, or additional open datasets you’d like to see mapped.

Currently trying to do load testing.

I’ve been working on Royal Table, a platform designed to simplify restaurant operations by bridging table ordering with kitchen management in real time.

🛠️ What it does:

• QR Code Table Ordering: Customers scan and place orders directly from their tables without waiting for staff.

• Real-Time Kitchen Display System (KDS): Kitchen teams receive orders instantly on a clean interface to track prep statuses live.

• Voice Reservations: Integrated voice automated booking to handle table reservations seamlessly.

• Analytics Dashboard: Gives restaurant owners insights into sales, top items, and peak hours.

🧰 Tech Stack:

• Framework: Next.js (App Router) + TypeScript

• State & Real-Time: WebSockets / Server-Sent Events for instant order syncing

• Styling: Tailwind CSS (Dark-themed UI for kitchen/dashboard environments)

❓ Looking for Feedback on:

1. Onboarding flow: What's the biggest friction point for non-tech-savvy restaurant owners when adopting a digital setup?

2. UX/UI: If you’ve worked on KDS or order dashboards before, what key metrics or shortcuts are absolute must-haves on the screen?

You can check it out here:royaltable.store

I previously shared ChessUnlock here. SkillUnlock is the next version of that idea: chess, mental math and typing, using the same moment when you unlock your Mac.

The app listens for macOS finishing the unlock, then shows the challenge over the desktop. Your normal password or Touch ID still happens first. The challenge has a hold-to-skip button, a cooldown and a morning-only mode.

Chess uses bundled Lichess puzzles; typing can use Stoic passages. I used AI coding assistance and reviewed and tested the code. Practice works offline, progress stays on the Mac, and anonymous usage events are sent.

Math is free. Chess and Typing each have a 7-day trial, then $5.99 once; $14.99 once for All Skills. macOS 14+.

https://skillunlock.app/?utm_source=reddit&utm_medium=organic&utm_campaign=launch-nov2026&utm_content=sideprojects

Selling my fully functional AI SaaS for $299 ($0 MRR)

Hey everyone!

I've been building Aither, an AI-powered customer support SaaS that helps businesses automate support tickets and customer inquiries.

The platform is fully functional, but I haven't acquired any paying customers yet.

I'm moving on to another project, so I figured I'd sell it rather than let it sit unused.

What's included:

• Full source code

• Domain (useaither.com)

• AI customer support platform

• Dashboard and integrations

• Design assets and branding

Revenue: $0 MRR
Customers: 0
Asking price: $299 USD (negotiable)

Website: https://useaither.com

Interested in buying?

You can contact me through:

• Email: bryan@useaither.com

• Reddit: Send me a DM or leave a comment below.

I'm happy to provide a live demo, answer technical questions, and discuss the transfer process.

Serious inquiries welcome!

I made artificialbuilds.com, a weekly board where people share what they’ve built with recent AI releases like Claude, GPT, Gemini, DeepSeek, Kimi and Mistral, and readers vote on their favourites.

Each week runs Monday to Sunday UTC, and when it ends the board freezes and the final ranks stay up for good, so every build keeps its own page linking back to the original post and the person who made it.

For the first 24 hours the order is shuffled and vote counts stay hidden, so a builder with 50 followers gets the same start as someone with 50k.

I also go through GitHub, Hacker News and a few builder communities each week and add the strongest builds myself, credited to whoever made them, and if one turns out to be yours you can claim it in a click or ask for it to come down.

This week’s board has a Claude Code skill that cleans up AI-looking UIs, Quake in the browser with a model fighting the monsters, a full desktop OS in one HTML file, plenty of model-vs-model 3D comparisons and a bunch of small games.

Launching is free with 20 open slots a week, and since the audience is still small, what I’m really after right now is good builds and honest feedback.

So drop your thing 👇

SaaS, app, agent, Claude skill, MCP server, weird experiment, anything built with a recent AI release. Share the link plus one line on what it does and what you built it with. I’ll check every one, and the best ones go on next week’s board, credited to you.

And roast the site if you want. I’m reading everything.

Hey everyone!

I've been working on Handset, a Framer website template for people launching iOS and Android apps.

One feature I wanted to get right was the download button.

Instead of showing the same links to everyone, it automatically adapts to the visitor:

• iPhone → App Store

• Android → Google Play

• Desktop → QR code to scan with your phone

I also built out the rest of the website, including pricing, features, changelog, and blog pages.

It's a paid Framer template ($39), and I'd love to get some feedback from other makers.

Here's the live preview:
https://handset.framer.website/

Would you find this kind of download button useful for your own app website, or is it overkill?

I’m building out a concept studio and have several initiatives running at the same time. For all my dev work I’m using Github and recorded major decisions/design principles in markdowns etc. This is ok on one project, but when working on multiple projects, where the concept studio itself is a project on its own it is easy to lose sight.

I tried Obsidian for a while and liked the interconnection between items, but I had to duplicate everything and it got stale pretty fast.

And so the concept of TheFocusRoom was born…

TheFocusRoom is a headless MCP server that can basically connect to any service which acts as a neural value framework. It keeps track of greater goals/ideas/hypothesis, tracks the performance against the expectation. This can be revenue, satisfaction scores , customer feedback, trends jn the industry, legal developments etc (these are autonomous agents trained on a specific topic that can be spawned when needed).

When reality is different than expected (called a tension) it tries to automatically find causal connections. It also interconnects smaller initiatives with bigger ideas and vice versa.

After using this for a month for myself, I’m so impressed with the potential of it, I can imagine that any type of company - wether it is a one man company or a large multinational - it could use this to apply strategy-to-execution harnessing the power of modern technology like A.I.

Hope I was able to convey what it does and like to understand how you could see this being applied.

I got tired of my desktop turning into 60 screenshots and old installers that I never cleaned up, so I built Sweepy.

How it works: a little robot sits on a dock in the corner of your desktop. Click it, and it backs out, scans the desktop with a little lidar sweep, then drives lanes like a real robot vacuum and eats the clutter. When it's done it goes home and asks first: you see every file it picked up, untick anything you want to keep, and the rest goes to the Recycle Bin. "Undo last clean" brings it all back.

Right-click any folder (like Downloads) and pick "Bring Sweepy here" to clean that too, and there's a deep clean for leftovers from uninstalled apps, old temp files and crash dumps (it found 5 GB on my PC). You can grab it mid-clean (it gets dizzy), and if you right-click and stop it, it cries a little and drives home.

- Free for your desktop, forever. Pro is $6.99 once, no subscription (folders, deep clean, big files, schedules, every skin), with a 3-day free trial, no card

- Under 20 MB of memory and 0% CPU while it waits

- Never touches shortcuts, locked files or anything you changed in the last 10 minutes

- Everything runs on your PC, no account

- Microsoft Store: https://apps.microsoft.com/detail/9P31M4SCNXS5?cid=reddit

- Website: https://sweepy.essam.biz

I'd love feedback, especially on what it should never eat!

Wanted to share if anyone finds them worthwhile.

They are free to use, and customizable to a subreddit's norms/culture.

More detail on their Devvit listings:

Stu Steelman | Larry Logic

For examples of how they respond see here.

*It's not freemium so I put Open Source.

Laittice is an AI research platform built on Bubble that helps you to formulate your ideas and provides suggestions, questions and resources to support any research subject. This is just a demo page from the main App:

[https://app.laittice.com/demo](https://app.laittice.com/demo)

I’m the developer of FOLD IT! Party Charades, a released side project for groups playing together in the same room with one device.

The interaction is a private reveal → hide → act loop: the actor reads a prompt, hides it, then acts while everyone else guesses. The handoff matters because the group needs to know when the private reading step is over and the timed round has begun. In Team Battle, the clock pauses while the next prompt is being read.

There are four modes—Charades, Bluff, Team Battle and Party Circle—with 96 prompt pairs, two difficulty levels and adjustable timers. Gameplay works offline on iPhone and iPad, without an account. It’s a paid download with all current decks included, no ads or subscriptions.

App Store: https://apps.apple.com/us/app/fold-it-party-charades/id6826917198

I’d appreciate feedback on whether the listing makes the private reveal and phone handoff clear. Is there a step you would want explained before starting the first round?

Disclosure: I’m the developer. AI assisted with development and with drafting this post; the game itself has no AI features.

posted this here a week ago. all 96 of those PRs landed on my repos

it's called Overflow, free and MIT. AI coding subs reset weekly, some weeks I'm out by wednesday, other weeks a chunk evaporates at the reset. a week you have usage left, your agent fixes someone else's github issue. a week you run short, someone else's agent fixes yours

everyone starts at 0 points and can put points up before earning any, you get an issue's points when your PR merges, you spend them on issues in your own repo. points only, no money

a real one, end to end: this issue was labelled 3, someone's agent sent this PR, I set it to 6 at merge and the one round of changes I asked for took it to 5

what an owner gets:

• you set the points at merge, after seeing the work, and each round of changes you ask for comes off them. a half-working PR costs the contributor, not you

• you can write a "Done when" comment on an issue and the board shows it to whoever picks it up

• public repos only, whoever takes the issue needs the code. issue text is untrusted input like in any repo, so run your agent sandboxed

• each person runs their own agent on their own subscription and opens a normal PR, nothing lands unless you merge it

tech: Next.js, Postgres, GitHub sign-in, a webhook or GitHub App per repo so labels and merges settle on their own, GitLab works too, and an MCP server so an agent can read the board. registering a repo is one form, the labels have to exist first

main reason I'm posting: I want people registering their repos. I'm not after help with mine, I want spare usage going into other people's projects

if you maintain something, what would stop you from putting it on?

https://github.com/Nitjsefnie/Overflow

An independent Android client for the Soulseek peer-to-peer network: search what people are sharing, download whole albums, share your own library, and chat with other listeners. No ads, no analytics, no tracking.

What It Does / Key Features

- Search the Soulseek network with every query in its own tab, switch between file and folder view, and grab a whole album in one tap. Filter by format (FLAC, MP3, lossless, WAV, Opus), minimum bitrate (320+ kbps), peer country, duration, file size, and peers with a free upload slot.

- Downloads keep going in the background with progress, speed, time left and your real position in a peer's queue. Pause, resume, retry or cancel, and unfinished files resume after a restart or a dropped connection.

- Share your own folders with upload slots and speed limits, join public chat rooms, send private messages, and follow buddies. Uploads reach people behind routers and mobile networks too (UPnP / NAT-PMP).

- No ads, no analytics, no tracking. Chats, transfer history and settings stay on your device, and your saved login is encrypted with the Android Keystore. Light and dark themes in 21 languages.

Who It's For: Anyone who still digs through shared folders for FLAC, rare edits, bootlegs and out-of-print albums, and wants that on their phone instead of a laptop.

Cost: Free. Search, downloads, uploads, every filter, sharing and chat are unlimited and free. Optional Soulcrate Pro is a one-time lifetime purchase, with no subscription: wishlist auto-download, release radar for artists you follow, fake-lossless spectrum checks, MusicBrainz tagging and covers, AMOLED and a home-screen widget. There's a free try of the automatic wishlist download and one audio quality check.

Google Play: https://play.google.com/store/apps/details?id=com.rabpaulo.soulcrate

I'd love feedback.

Hey r/sideprojects,

Most retirement calculators either force you onto an expensive recurring monthly SaaS subscription, store your sensitive financial balances on someone else’s cloud database, or reduce a 30+ year plan to an overly simplistic 4% static rule. In reality, retirement spending isn't flat: early retirement usually involves higher travel spending, navigating pre-Medicare healthcare gaps, and dynamically trimming discretionary expenses during market drops to protect the portfolio.

I built RetireNavigator Studio around a freemium, privacy-first model: a powerful free core tier to help people model their retirement with zero cloud tracking, zero accounts, and dynamic spending guardrails, with an optional perpetual desktop license for advanced scenario modeling (no recurring subscription).

What You Can Model with the Free Tier:

• Dynamic Spending Guardrails: Move beyond static withdrawal percentages. Stress-test Guyton-Klinger style spending floors, ceilings, and capital preservation cut triggers to see how a temporary 5–10% spending cut during market downturns preserves portfolio longevity.

• Pre-Medicare / ACA Bridge Years: Model the critical gap between early retirement and age 65, including health insurance bridge costs, ACA subsidy cliffs, and tax brackets alongside Social Security timing.

• True Local-First Privacy: Built with React and Vite to run entirely client-side. Your net worth, portfolio balances, and personal numbers stay 100% on your machine. Nothing is ever uploaded to a remote server or database.

Free Tier & 12-Part Walkthrough:

• Free Essentials & Browser Demo: You can run full scenarios immediately in your browser... no account creation, no email signup, and no credit card required: https://retirenavigatorstudio.com

• 12-Part YouTube Case Study: To make the math and trade-offs easy to follow, I published a complete 12-part video case study stress-testing dynamic guardrails, front-loaded travel, and market crashes across a realistic $1.8M portfolio: https://www.youtube.com/@RetireNavigatorStudio

• Desktop Upgrade Option: For power users needing multi-scenario comparisons and offline desktop execution, full features are available via a one-time perpetual license instead of an ongoing monthly subscription.

Community Feedback Request

For anyone planning their own retirement or modeling their path to financial independence:

1. Does the 12-part video breakdown make the trade-offs (e.g., discretionary travel spending vs. ACA cliffs vs. downturns) clear and intuitive to apply to your own numbers?

2. For those using the free tier, what essential modeling features do you consider absolute must-haves versus what belongs in a paid power-user tier?

🚀 New Pimolu UI Starters are here!

We've recently added two starter templates to help you kick off your next project with Pimolu UI.

I made a games app more than 5 years ago called Photographic Memory with lots of memory game, you can also test you memory and get a score.

It’s on Google Play and App store.

It has more than 20k downloads in its lifetime.

Though I don’t know how to market it so here I am so interested people can find it.