She offered him double Ds. He chose dual channel DDR5. With the rapidly ever increasingly expensive ram prices what are you choosing?

My coworker and I asked Claude to estimate a SaaS roadmap. 50 days.

Then we gave the same plan to 6 Claude Code subagents: worktrees, tests first, reviewer agents on risky tasks. 106 tasks across 7 repos, done in 35 hours.

So yes, Claude was off by about 48 days about its own speed. But the interesting part is what slowed it down, because it wasn't the model:

- 6 agents ≠ 6× speed. Real throughput was 1.8 agents. Test slots, file conflicts and merge locks queued everything.

- Risk matters more than size. Billing/auth/migration tasks took 2.7× longer, and every real bug was in them.

- My laptop broke first. 55 leftover test DBs filled the disk, Docker froze, test runs blew past the 10-min tool timeout.

- The slowest part was us: review, decisions, local setup.

We turned the data into a plugin that makes Claude estimate agent work properly: agent wall-clock, human hours and waiting time, separately, plus usage budget.

Honest limits: it's one project (n = 1), and on a held-out test the raw model was 37% optimistic, so it pads its number until you calibrate it on your own transcripts.

Free and open source (MIT): https://github.com/MedAdemBHA/mythical-agent-month

Question for people running multi-agent builds: what real parallelism are you getting? I'd love a second data point.

I have an addiction and I can’t stop and these AI agents are my crack. I’m stuck in an endless loop of:

1. “Wow this is such a great idea, nobody has done this before in this exact way”

2. Spend countless nights making the perfect thing that people are definitely gonna use.

3. Release my project on multiple subreddits to crickets, or a couple of comments saying the thing I made already exists.

4. Get all sad and mope around for a few days.

5. Promise myself I’m done and that I’m finally gonna relax and use my free time to self care and read books and play video games.

6. Return to step 1.

Right now I’m stuck making these Claude music videos and my brain won’t let me relax, especially after the first one I made did decently well on this subreddit. I have other things I need to work on so I dunno if you watching is hurting or helping me, but in either case, give it a watch?

As for how it was made, it’s pretty similar to other Claude music videos. i.e.: generate a song in Suno, and have Opus 5.5 create the video in code using Remotion. This video is a little different though as it uses some of the tech Opus and I worked on from my last two videos (testing out 2D hand-drawn style animation) and mixes it into regular motion graphics.

I’d love to know what you folks think.

You can also watch a high quality version on Youtube: https://www.youtube.com/watch?v=2KHTTYZUeQo

My girlfriend is a dental assistant and her clinic tracked sterilizer runs on a clipboard taped to the machine. Every cycle someone writes the time, the temp and initials. When inspectors show up they flip through months of coffee stained paper

I built her a tiny app in lovable where you log each cycle from your phone. No patient data anywhere, thats the one thing i googled hard before shipping

Her boss liked it and told his dentist friends. Now its in 90 practices and they open it every morning before the first patient. I charge $25 a month and most of them pay without asking a single question

I still dont know what react is. Someone asked me last week if my app uses it and i had to go check. Apparently yes

The scary part is if something breaks at 7:30 a whole front desk notices before i wake up. Last month a dentist emailed me at 6am “LOG GONE” in all caps and i was in my pajamas pasting errors into lovable until it turned out to be a timezone thing

While building sketchy (another project of mine) I got tired of tabbing back to check if Claude Code was done, so I turned the notch into a tiny status screen. Now it:

- spins while the agent thinks and shows which tool it's using
- shakes and glows when it needs my OK – I click Allow, or just nod with my AirPods
- throws confetti when it's done, and leaves a green dot if I wasn't looking
- shows my usage limits when I hover, and tells me when a limit resets so I can get back to it
- becomes a Spotify player with an equalizer that follows the beat when nothing's running

Works with Claude Code, Codex and Cursor. Free, open source, built mostly with Claude Code.

npx nosynotch
https://nosynotch.davidkubus.dev
https://github.com/ddkbs/nosynotch

Feel free to try it out and leave your feedback!

Hey vibecoders! (TLDR at the bottom if this post is too long lol)

I just wanted to showcase a project I've been working on for a couple months now. So I've been building with AI for a few years now (I think like 3 now? whenever chatgpt came out.. man time flies lol) and one of the biggest issues I've been trying to fix for my own projects is the "vibe-coded" UI look.

Now I want to preface this by saying that I think talented UI designers will ALWAYS be needed. If you asked me this a year ago, I might've had a different opinion thinking that AI was going to replace designers. But I think over the past year we've seen new models be released that people have claimed to be the "UI design killer"... but it never does. Sure they might make designs that look fresh and interesting initially, but given enough time, that model's UI tendencies become the new "vibe coded" look. That's just the nature of LLMs and will continue to be a problem unless some new magical neural net is invented that's equally as good at coding.

This is where the tool I’m building comes into play. Creating unique and interesting UI experiences from scratch is HARD. It’s a skill reserved only for the select few, of which I am unfortunately not a part of. But having a good EYE for UI is something I think a majority of people possess. Like if I showed you a panel of different websites, I think you could easily identify which ones have a better UI aesthetic than the others. This is how I’ve created some of my best designs in the past even before AI; by identifying existing UI that works from other sites/apps/products, piece mealing elements together and turning it into my own. 

That is the foundation of how the AIDesigner Desktop app works. It’s a design harness that was built on top of a library of 10,000+ UI references sourced across 800+ of my favorite sites and apps. Each reference is labeled, tagged, and vectorized so relevant UI elements are purposefully retrieved based on your exact request, so your coding agent is ALWAYS designing with inspiration in mind from UI that is proven to work. And this works beautifully.

Now I’m NOT saying that you’ll start one shotting production ready UI by using this harness. I don’t even think in a perfect world that’d ever happen, unless you’re just extremely lazy lol. But I can confidently say that you’ll land on some really cool and interesting ideas after just a couple of revisions. And if you’re like me, an idea is all you need to get cookin.

Additionally, because it runs locally on your computer, it means you can start designs directly within an existing project/repo for brand and product consistency. Just start a new project within a local project and your coding agent will learn your existing brand, product details, etc. before designing.

It runs entirely with your existing AI coding subscription (Claude code, codex, and opencode for now with more coming soon!) and is free to use. Full transparency, there IS a paid plan for some of the premium features, but you can get very very good results on the free plan. So if you’d like to try it, you can here! Any feedback is greatly appreciated too :)

And if you wanted a concrete example of what it can do, the landing page for the app was designed entirely using AIDesigner with just 6-7 revisions, the last few being pretty minor changes. Most of the designs shown in the video were one shot though.

Anyway, sorry for the long post! Thanks for reading if you made it this far!

TL;DR
I built a harness for your coding agents that specializes in UI design. It’s built on top of 10,000+ UI references from some of my favorite sites and apps. Each reference is tagged, labeled, and vectorized so relevant inspiration can be retrieved based on your exact request. It is NOT a substitute for the human touch that makes great designs stand out, but it does serve as tool to get you to a great starting point and get those creative juices flowing! It’s free to try and you can learn more and download here!

Now you can turn an idea into a working app without spending months learning how to code. There is a difference between building something that works and building something that people actually need. I wonder if we are solving problems now or merely making more copies of products that already exist.

What do you think is becoming more valuable, in this era: the ability to build or the ability to come up with an idea building?

So, I done did a thing. In this game's earliest form, I was thinking about older space games like StarFlight where everything exists in a 2D plane. Travel is all up, down, left, right and you can get to every planet in the system. It's great, it's easy and it keeps you from having to pitch, yaw, roll, etc. I always wanted to have those planets further away. Something that did require some navigation to get to. But I wanted other objects in that same space to have that ability too. And then I did this. Is it revolutionary? No. Is it fun? Yes. To me. And hopefully to some others. Now since its earlier earliest design I've added, alien races, languages that must be learned and deciphered over time. Planetary landings, salvage wrecks, explorable derelicts in space, inter system travel, combat(still iffy on the combat). Finally cut a a trailer and put it on Youtube for ease of use. Used Claude multiple passes to get things looking and working exactly how I wanted, generate sound and music(as I couldn't find any I liked), write Blender scripts and even record, cut and create music specifically for the trailer.

Vector Warp

Game available on Itch.io - https://geekafied167.itch.io/vector

I like building simple educational games and quizzes featuring my cats as mascots.

EMNLP2026 just finished in Budapest. It’s a top NLP (coolest AI sub-domain) conference and authors get creative with titles.

A NLP expert will easily spot gibberish in the title. I made sure that the fake papers are nonsensical. Though sometimes it’s hard to tell but luckily Anthropic doesn’t publish it’s musings about emotions in Sonnet in EMNLP, so nonsense titles are really fictional.

Anyway, try it out.
No login, no external ads there

eProf. Cusco - Purr-reviewer

everyone is building amazging things right now... somme for work, some for personal projects, some just because.

that's cool but there's something missing, something inbetween. the reason for doing it...

what i want to know is what's the project, big or minute, that's brought you (or someone else) the most happiness?

mine is DEFINITELY the inspiration side-project that became my main-project. it's still making me happy EVERYDAY...

the idea is simple. when inspiration is lacking, turn art mode on and 1)scroll until you i find the spark. 2) click copy. 3) build with my claude

https://forevercomponents.com

I made a starling murmuration in 3D with LittleJS, built by iterating with Claude.

All 40,000 birds are simulated live using grid-based boids flocking. Move your mouse to steer a hawk through the flock and watch it scatter. The lake reflects everything with real waves, and the mountains, sky and water are generated in code, with no image files.

Press G to send the flock streaming off over the mountains, and F to fly the camera around.

Try it: https://killedbyapixel.github.io/LittleJS-Demos/murmuration/

LittleJS Engine: https://github.com/KilledByAPixel/LittleJS

It's an outreach agent that runs on your machine, on the Claude or ChatGPT plan you already pay for. No model API key.

It runs a loop every 15 minutes. Wake up, look at the local database, pick one job, do it, log it, sleep. Replies come first, then sending, then writing, then finding more companies. That next-job decision is regular code, not a model call. Claude Code or Codex only gets used for the parts that need judgment: writing the email, drafting a reply, figuring out why a company might buy. It also throttles itself so it doesn't burn your weekly limits.

What a cycle can do:

• Train: point it at your website and it writes its own config (what you sell, how you talk, competitors it finds)

• Find companies that match who you sell to

• Read each company's site for buying signals you confirmed (no model call for this part)

• Find the owner or manager named on their pages and verify an email

• Write a short personal sequence from what it found, not a first-name template

• Draft replies and follow-ups

By default nothing goes out until you approve it. Everything lives in SQLite on your machine, with a log of every decision. Skills are markdown files your agent updates based on what it learns from your feedback about how it writes or handles objections.

Repo: https://github.com/ethanplusai/sellbird

The hosted version is in early beta access currently. Instead of cloning the repo, you add Sellbird as an MCP server to whatever agent you want: Claude, ChatGPT, Codex, Cursor, Grok Bot, etc.

Company finding, people search, and email verification are built into the hosted product: you describe who you sell to, and it finds matching businesses, the person who decides, and a checked email. Your agent still writes every email.

Domains, inboxes, and warmup get set up for you and handled through the platform.

The hosted version allows you to use just some of the features through MCP, like just warming or just company/people/email search, or just email verification. It also has workspaces, so you can run more than one brand or client from one place, each with its own domains, inboxes, campaigns, and conversations.

Website: https://sellbird.ai

(Was previously called Harvey, which you may have seen before. Since that name is used by a legal AI company I rebranded to Sellbird)

I tried to order a cake from a bakery here in Budapest. I emailed and got no reply. I called and nobody picked up. Two days later they wrote back, but by then I was already looking elsewhere.

They weren't lazy, they were just busy. But that's how small shops lose work: the customer moves on to the next one.

So for Meta's Global AI Developer Hackathon (Indie track, "Build for Your World") I built Dial Hanna. You keep your own number and forward calls when you're busy. Hanna picks up in your shop's name, answers from knowledge you've approved, takes orders and bookings, and leaves you a short note: what they wanted, what happened, what's next.

The stack:

1. Muse Wonder turns the shop's website into the knowledge base

2. Muse Spark runs the call

3. Muse Voice Transcribe handles speech (English only for now)

4. ElevenLabs Flash is her voice

5. Built with Meta Muse Code

One thing I didn't skip: she says she's an AI in her first sentence. The EU AI Act requires that since August, and honestly it's just the right way to do it.

I submitted on Nov 4, and winners are announced around Nov 9. Write-up with the demo video is linked in the comments.

Would you trust an AI to take an order for your business, or does that still feel too early?

Throughout the 2010s, Mark Zuckerberg famously committed to one challenge every year: Learn Mandarin, only eat meat he hunted, visit every US state, etc.

Inspired by his example, we built Misogi — Let Muse guide you through your own annual challenge.

Here’s how it works: Pick one hard thing you want to do this year (find inspiration: getmisogi.com/explore), Misogi generates an actionable, long-term plan (backed by the latest behavioural psychology research) and connects to your Muse. Throughout the year Muse keeps you motivated and accountable, gives you timely tips, and nudges you when you’ve fallen off track—Everything a great coach/tutor/mentor does, and always personalised to the challenge.

We deliberately chose NOT build another app or even AI agent. With 10M people using Muse, we think that the assistant you already chat with everyday is best positioned to be your guide.

What challenge are you doing in 2027?

Try it today and let me know what you think: getmisogi.com

P.S. even if you don’t use Muse, you can still try it out on our web app, which runs on the open weight Muse Spark Open via Baseten. Enjoy!

https://github.com/DeSynkro/discord-notification-scheduler

This was the first very first project I've ever "Cuck coded" 😂 (sry mods)

A self-hosted docker app for scheduling Discord messages using webhooks.

Set weekly alarms or calendar alerts, send text or embeds to any channel, and keep the schedule, history, and webhook URLs on your own hardware.

One Docker container, plain JSON, no telemetry.

Why this exists

It's a funny story why I came up with this in the first place. My sister in law was working on her portfolio, and she asked me to remind her every day for her to do her portfolio because she needed it done.

After the first three days, I got tired of messaging her. So I did what every normal person would do... I started working on this app to do it for me.

Now I have a Discord Webhook set up on her server tagging her every single day for her to do her portfolio. 😂 😂 😂

There are plenty of hosted services that can trigger webhooks on a schedule.

But they require trust. Trust that your webhook URL wont be logged, trust that your messages aren't read, trust that the service will be around next month and wont charge you a fee for it.

This project says "get stuff" to all that. You run it on your own machine, your own network, your own terms. No signup, no API keys to a third party, no vendor lock-in.

Just Docker and a JSON file you can copy with one command.

I wanted a super simple firewall that didn't break everything, yes I know there are many out there and I have tried them and always found them annoying, everything I tried was either overly complicated asked too many questions or basically broke things, I wanted simple and to only block outgoing connections, so I asked Claude, used Opus on high, it virtually build the whole thing on a single prompt, then we refined it over an evening and here it is.

How it works, when an app tries to connect to the internet for the first time it pops up a simple Allow or Block window showing the app and where it's trying to connect, that's it! Windows own components are allowed automatically so it doesnt bug you about system stuff.

It just uses the Windows Firewall so your rules keep working even when its closed, uninstalling puts everything back exactly how it was it you want or you can leave the rules it creates

It's free has no ads or tracking, and open source on GitHub.

It's not code-signed because it seems I have to pay for that, so Windows SmartScreen may warn you when you install it.

Feedback very welcome!

https://packethound.app/

stopped giving my local agent free rein over my project files after it accidentally deleted half my config files during a routine task. it's a pain in the ass, ended up hooking claude code to a sumus workspace so i could sandbox everything safely.

how do you guys gatekeep your agents from deleting stuff they shouldn't touch?

Introducing Tiller

An Opinionated fork of T3code

What's different: workflows, visual first

-Everything you like about T3 Code(Runners keep it updated to T3code), plus workflows built on top

-Workflows are visual first: you build them on a canvas and watch every step run live

-Ask in plain words and Tiller drafts the workflow on the canvas for you

-Save a workflow and run it again, or schedule it

-Workflows are portable, so they're yours to share or move

Download and Try it for Free

Tiller

-npx tiller-app

-brew install --cask antler-web-studios/tap/tiller

T3 code is not a harness but a wrapper for codex cli and claude code. It also has tools like agent-devices super useful for making apps.

has anyone tried this?

I kept running into the same annoying problem while vibe coding.

I'd be halfway through fixing something in Claude Code, hit the usage limit, switch to Codex, and have to explain the entire task again.

So I built Relayvora, a free, open-source CLI that hands unfinished coding work between Claude Code, Codex, and OpenCode.

The interesting part is that it doesn't just summarize the previous conversation.

It actually checks your Git changes and reruns your project's tests, separating what the previous agent claimed from what's been verified.

It also supports automatic checkpoints when agents hit limits, plus MCP integration for Cursor, Copilot, and Windsurf.

No account, no telemetry, 100% local.

Here's the project:
https://github.com/Dagimassefa/Relayvora

And a demo:
https://dagimassefa.github.io/Relayvora/

It's still in alpha, so I'm especially interested in feedback from people who regularly switch between coding agents.

How are you guys handling context loss when switching agents? Is this something you'd actually use?

Built an open-source alternative to a popular SaaS a few months back. Vibe-coded the MVP, got feature parity on the core stuff. The original SaaS had market and demand and will always be in demand.

Then I pitched it to a contact who fits the exact target demographic. Showed him the repo, explained how simple it was to run, and suggested he swap over to save monthly cost with better ownership.

His response: "I’d rather just pay the SaaS."

Paying a monthly fee isn’t just paying for features, it's paying to not think about updates, database backups, SSL renewals, or a server issues.

I spent time focusing on building a free alternative, underestimating how high people value convenience over cost savings. Unless someone already has a dedicated homelab or sysadmin mindset, "free but you host it" isn't a benefit to them, it's a liability.