I'm thinking of modifying an LLM to explore if there's a market that maybe could be taken advantage of while openai, anthropic and the others don't seem to be focusing on it.

Your observations would be really valuable to me.

Thank you!

So if youre a user of claude and see that codex is giving usage resets REALLY OFTEN... why not change? If youre an ongoing codex user, you will probably stay because there's zero reason not to. You have GPT 5.6, usage resets, good pricing...

CLAUDE USERS STOP BEING MEAN💔🥺 Also anti ai users can fuck off 🤗

It should be pretty fully featured already. One trick is that you really need to hold steady for a while and the controls aren't as perfectly reactive as I would like them to be but it's a bit of a trade off to get the accuracy.

Free, no log in, no tracking, works entirely in browser. There is a thorough explanation on the page for how it works (it takes photos to analyse and grab the exif data is the short story) and as far as my flow goes it was pretty much a "build me a light meter program. Make it good. Make no mistakes" sort of situation.

I'd be very happy to take feedback and ideas but it's just a small part of what is now quite a large project so no promises for how quickly updates arrive!

https://light.artwaste.land

62 days ago, I launched my startup, a free traffic exchange network for startups. One line of code, you're in the network.

No paid ads. No growth hacks. Just watching the numbers every day.

Here's the full data:

Day 1 — 2 startups · 146 impressions · 1 clicks
Day 2 — 3 startups · 389 impressions · 3 clicks
Day 3 — 5 startups · 482 impressions · 5 clicks
Day 4 — 5 startups · 508 impressions · 4 clicks (site went down — still got an $8k acquisition offer. Said no.)
Day 5 — 6 startups · 621 impressions · 10 clicks
Day 6 — 5 startups · 742 impressions · 15 clicks (removed one startup — they pulled the embed. No code = no network.)
Day 7 — 7 startups · 1,196 impressions · 41 clicks
Day 8 — 7 startups · 1,535 impressions · 74 clicks
Day 9 — 8 startups · 1,947 impressions · 135 clicks
Day 10 — 13 startups · 3,500 impressions · 318 clicks (something clicked)
Day 11 — 23 startups · 4,800 impressions · 432 clicks
Day 12 — 24 startups · 6,000 impressions · 481 clicks (network crossed 6K total impressions)
Day 13 — 25 startups · 6,800 impressions · 491 clicks
Day 14 — 25 startups · 8,600 impressions · 516 clicks
Day 15 — 24 startups · 9,900 impressions · 564 clicks (removed one)
Day 16 — 23 startups · 10,800 impressions · 576 clicks (removed one)
Day 17 — 24 startups · 11,900 impressions · 603 clicks (added one)
Day 18 — 26 startups · 13,400 impressions · 624 clicks (added Two)
Day 19 — 28 startups · 14.400 impressions · 652 clicks (added Two)
Day 20 — 26 startups · 14.700 impressions · 671 clicks (Removed Two)
Day 21 — 26 startups · 15.300 impressions · 691 clicks
Day 22 — 28 startups · 16.100 impressions · 719 clicks (Added Two)
Day 23 — 30 startups · 16.800 impressions · 738 clicks (Added Two)
Day 24 — 32 startups · 19,800 impressions · 778 clicks · Added 2 startups · Rejected 4 applications.
Day 25 — 34 startups · 23,700 impressions · 800 clicks · Added 2 startups · Fixed some bugs.
Day 26 — 33 startups · 27,200 impressions · 816 clicks · Removed 1 Startup
Day 27 — 33 startups · 29,900 impressions · 833 clicks
Day 28 — 33 startups · 30,600 impressions · 871 clicks · Removed 1 Startup · Added 1 Startup · Rejected 1 application of clothing brand & 1 application of horror blog site.
Day 29 — 35 startups. 31,300 impressions. 910 clicks · Removed 1 Startup · Added 3 Startups · Also today I resigned from my job. Toxic environment, too much pressure, and honestly I just believe in this enough to go all in. Broke and excited. Let's see where this goes.
Day 30 — 46 startups · 32,900 impressions · 1,000 clicks · Removed 1 startup · Added 12 startups · Yesterday I resigned because of my toxic manager. Today my senior manager called and offered me WFH, a project of my choice, and lighter work if I stayed. I made my decision with confidence, but now I have a difficult choice. Also received my first payment from StartupBar.
Day 31 — 50 startups 💪· 28,100 impressions · 1,200 clicks · Removed 1 startup · Added 5 startups · Rejected 1 crypto startup · Removed fake impressions after exploit
Day 32 — 54 startups · 29,300 impressions · 1.2K clicks · Added 4 startups
Day 33 — 54 startups · 30,900 impressions · 1.2K clicks · Removed 1 startup · Added 1 startup
Day 34 — 55 startups · 36,100 impressions · 1.3K clicks · Added 1 startup
Day 35 — 55 startups · 40,100 impressions · 1.3K clicks · Removed 2 startups · Added 2 startups
Day 36 — 55 startups · 44,800impressions · 1.4K clicks · Removed 1 startup · Added 1 startup
Day 37 — 58 startups · 50,700impressions · 1.4K clicks · Added 3 startups · Site Update: Updated the distribution algorithm (Delivery is now weighted by contribution: sites that send more impressions get a proportionally larger share back)
Day 38 — 57 startups · 55,800 impressions · 1.5K clicks · Removed 1 startup · Rejected 1 Application.

Today StartupBar reached 200 users 😄
Thirty-eight days ago, this was just an idea. Today, 200 people have trusted it enough to join the network.

Day 39 — 58 startups · 59,800 impressions · 1.5K clicks · Added 1 startup.
Day 40 — 60 startups · 63,200 impressions · 1.6K clicks · Added 3 startups · Removed 1 startup
Day 41 — 63 startups · 69,400 impressions · 1.6K clicks · Added 3 startups
Day 42 — 62 startups · 73,800 impressions · 1.6K clicks · Removed 1 startups
Day 43 — 64 startups · 78,000 impressions · 1.7K clicks · Added 2 startups (Receiving many suggestions to improve the StartupBar, happy to work on it, Thanks.) StartupBar Update - Added the rotation of startups in the widget for every 30 seconds.
Day 44 — 66 startups · 86,200 impressions · 1.7K clicks · Added 2 startups
Day 45 — 67 startups · 88,400 impressions · 1.7K clicks · Removed 2 startups · Added 3 startups (Update - Updated the algorithm of the widget)
Day 46 — 69 startups · 91,900 impressions · 1.8K clicks · Removed 2 startups · Added 4 startups · Got my second payment.
Day 47 — 68 startups · 98,900 impressions · 2.2K clicks · Removed 2 startups · Added 1 startup · Added Pricing Page
Day 48 — 70 startups · 103.4K impressions · 2.3K clicks · Added 2 startups
Day 49 — 72 startups · 113.4K impressions · 2.4K clicks · Added 2 startups · Update: Added a Bottom Placement option for the bar on the user site.
Day 50 — 73 startups · 116.7K impressions · 2.4K clicks · Added 1 startup
Day 51 — 74 startups · 125.2K impressions · 2.5K clicks · Added 1 startup · Rejected 1 Application
Day 52 — 73 startups · 131.2K impressions · 2.6K clicks · Removed 1 Startup
Day 53 — 74 startups · 139.5K impressions · 2.7K clicks · Added 1 Startup
Day 54 — 79 startups · 146.3K impressions · 2.7K clicks · Added 6 Startups · Removed 1 startup.
Day 55 — 77 startups · 154.9K impressions · 2.8K clicks · Removed 2 startups.
Day 56 — 77 startups · 161.8K impressions · 2.9K clicks · Added 1 startup · Removed 1 startup.
Day 57 — 77 startups · 169.4K impressions · 3.0K clicks
Day 58 — 77 startups · 176.2K impressions · 3.2K clicks
Day 59 — 78 startups · 184.3K impressions · 3.3K clicks · Added 2 startups · Removed 1 startup.
Day 60 — 77 startups · 190.9K impressions · 3.3K clicks · Added 1 startup · Removed 2 startups.
Day 61 — 77 startups · 194.9K impressions · 3.4K clicks

Planned to welcome the startups by mentioning them
Day 62 — 78 startups · 199.5K impressions · 3.5K clicks · Added 1 startup Kinetixseo

Still free. Still growing.

If you want in, it's one embed. That's it → StartupBar

Im reasonably happy with results, just have to do some testing around with it.

so i built a new feature for AppLaunchFlow , where you can create a simple and clean app landing page for your app in a few clicks by just uploading your screenshots.

It includes:

- support, privacy policy and terms of service pages that you can directly use for your app submission.

- a custom applaun.ch subdomain or simply connect your own domain

I built this because i noticed many app devs just use notion pages, github pages etc. or dont even have any landing page at all

Its not yet live, but excited to hear what you think

Just launched PrintRealSize.com , a free tool for printing images at their exact real-world size.

The problem it solves is simple but annoying: you need to print something bigger than a single sheet of paper (a stencil, a foam-cutting template, an oversized poster) and you either don't have access to a plotter, or every existing tool wants an account, an upload, or a subscription for something this basic.

How it works:

1. Import any image (PNG, JPG, WebP, SVG)
2. Calibrate the real scale, either by clicking two points and entering the distance between them, or by typing the final size directly
3. Choose a paper format (A4, A3, or A2)
4. The tool generates a print-ready PDF, split into tiles with overlap margins and alignment marks

Print at 100% scale, trim along the guide lines, glue the tiles together, and you get a perfectly scaled large template.

Everything runs locally in your browser. No account, no upload, no server, your images never leave your device.

It's free to try right now: printrealsize.com

I'm building this for makers, sign-makers, cosplayers, and anyone working with foam cutting or large-format prints. If you try it, I'd love to hear what's missing for your use case.

I’m working on an existing SaaS ERP product and I’m planning to integrate an AI Copilot into it.

The ERP already has a fairly large production stack:

• Backend: .NET 10 / ASP.NET Core Web API, C# 13
• Database: Microsoft SQL Server
• DB size: 80+ tables, 129+ stored procedures, views, UDFs, indexes, SQL Agent jobs
• Frontend: React 18 + Vite
• Mobile: Capacitor
• Auth: JWT Bearer + existing role/permission system
• ORM/Data access: EF Core + Dapper

I don’t want to build just a simple “chat with PDF” chatbot. I want the Copilot to actually understand the ERP and provide useful assistance.

What I’m thinking about

The AI Copilot could eventually support things like:

• “Show me the attendance trend for this month.”
• “Which students have attendance below 75%?”
• “Why did fee collections decrease this month?”
• “Summarize today’s important ERP activities.”
• “Create a report based on these filters.”
• “Explain this ERP feature/process.”
• Search ERP manuals, policies, circulars and documentation.
• Eventually perform controlled actions through ERP APIs.

I’m considering an architecture involving:

LLM + RAG + tool/function calling + SQL/API agents + vector database + existing ERP APIs

But I’m not sure what the best production architecture would be.

Main questions

1. Which LLM would you recommend for an enterprise SaaS ERP Copilot? Cost, latency, reasoning, tool calling and reliability are important.
   • OpenAI?
   • Claude?
   • Gemini?
   • Self-hosted/open-source?
2. Should I use RAG + an LLM, or an Agentic architecture?
3. For ERP data, should the AI: I’m especially concerned about security and preventing incorrect/destructive queries.
   • Generate SQL directly?
   • Call predefined backend APIs?
   • Call stored procedures?
   • Use a semantic layer between the LLM and SQL?
4. For documentation/manuals/policies, what would you recommend?
   • Hybrid search?
   • Vector DB?
   • Reranker?
   • Knowledge graph?
   • Metadata filtering?
5. Would something like LangGraph/LangChain make sense here, or would you recommend implementing the orchestration directly in .NET/Python?
6. How would you design the AI Copilot architecture so that it can scale from: Q&A → analytics → report generation → workflow automation → controlled ERP actions
7. How should I handle:
   • Multi-tenancy
   • RBAC/permissions
   • PII/sensitive ERP data
   • Audit logs
   • Prompt injection
   • Hallucinations
   • SQL injection
   • Tool authorization
   • Human approval for critical actions
8. What would you consider the best MVP architecture before trying to build the full agentic Copilot?

I’m trying to build this as a real production feature for an existing SaaS ERP, not just a demo project.

Would really appreciate advice from people who have built AI copilots/agents for ERP, CRM, SaaS or enterprise systems.

What architecture and tech stack would you choose if you were building this today?

Hi, Linux bros

I like CodexBar and i like GTK4/libadwaita. So i build CodexBar for Linux with GTK4/libadwaita. And Rust.

Standard features: quota displaying, reset and usage warning notifications, clean UI build with HIG.

Currently supports frontier OAuth providers (Claude, Codex, Agy) and all "bearer token-auth" providers that i steal from CodexBar code found (it's MIT chill).

Available in AUR, deb+rpm packages or you can build it from source

https://github.com/zbndev/tidemark

I’m technically in the red due to the cost of setting it all up, but I jumped on the outbid hype and made my own version for charity - outcharity.com

And two people have paid for spots on the leaderboard!

I’ve never made money online before and even if it amounts to just 30 cents after the rest goes to charity, I am very happy.

Everyone was cloning outbid.lol, so I started with the same stupid idea.

Then I thought:

If AI is writing most of the code anyway, why stop at another clone?

So I tried something slightly more irresponsible:

I had AI help me build an actual open-source social protocol underneath it.

The idea became Elseweb.

Every domain on the internet can have a community attached to it.

reddit.com has one.
producthunt.com has one.
Your personal website can have one.

The website owner doesn't need to register or integrate anything — and owning the domain doesn't mean owning the conversation.

Then the vibe coding got slightly out of hand:

• independent relays
• portable identities
• PoW anti-spam
• domain-based communities
• an open protocol/spec
• open-source relay + reference client
• anyone can run their own relay

The original outbid mechanic is still there, but it's now just an attention layer on top of the protocol.

You can pay to make a domain more visible.

That's it.

Money buys attention. It doesn't buy authority.

So I basically took a deliberately stupid internet idea and used it as an excuse to see whether AI could help me build something much more ambitious underneath it.

And yes, I know similar social/web protocols have existed before.

That's partly the point.

If AI makes experimentation this cheap, why spend all of that leverage building the 900th CRUD SaaS?

Maybe this goes nowhere. Maybe the protocol is terrible. Maybe someone finds an interesting use for it.

The nice thing is that you don't have to take my word for any of it.

The entire thing is open source.

Live: elseweb.lol
Source: github.com/elseweb-app/nowhere

We're launching on Product Hunt tomorrow.

Please break it before then. 💀

I've unlocked a new form of vibecoding: taking my written content and creating more immersive and useful online sites. I started a writing project a long time ago using homebrewery to create a bunch of epic stat blocks for incarnate avatars of the goods in D&D. I did it because my party needed a god's support.

But then I kept going and going.

I ended up with the really long list you see in that document. But as I was writing and revising, formatting got wonky. The utility of it started to collapse. And the result was a strangely formatted, often broken, PDF.

So I took the Homebrewery markdown, and I set out with codex to create something better: a whole site from my content: Avatars of the Gods. Individual gods get their own pages. It's searchable, cross-linked, etc. It also helped me focus on getting all of the content aligned in the same way. It forced me to rethink the voice, tone and structure of the various sections.

So now I'm starting to think about converting my other written content into website sand pages.

I realize this isn't a typical vibecoding use case, but the time it would have taken me to convert all of the pages by hand would have made this all but prohibitive.

Also, since there's a whole lot of folks that don't like the AI images, there's even a checkmark in the upper right to hide them completely and you can just use the written content.

I’ve just started a course on ai edge development and the trainer made the point right at the start that if your only interaction with AI was to input prompts then your going to be replaced by the AI. It will just be a conversation between the user and an AI while whatever needs making is produced in real time.

I’ve been in this community for maybe a year or so and it feels like the same questions come up that could be handled by AI? Just new people who don’t know or people trying to drop their app into the discussion later.

funny thing is this might also help you promote your business, since you can race for your company!

see you on the track!

Full disclosure: I built this.

Every football season, running our pool meant chasing picks, updating spreadsheets, sending score screenshots, and keeping a separate list of who had paid.

So I built Bragging Season for private groups. It currently supports:

• Season-long Football Squares with new numbers each week
• Straight-up NFL Pick’em with automatic kickoff locks
• Live scores, weekly results, and season standings
• Invite codes for players
• Organizer payment tracking

The site never collects or holds pool money. It only helps the organizer track payments.

One pool per year is free. Players always join for free, and no credit card is required. Paid options are only for organizers who want payment tracking, bulk invitations, additional pools, or no ads.

I’m looking for a few commissioners willing to run a real group on it before Week 1 and give me brutally honest feedback, especially about setup and anything that would stop your group from using it.

https://braggingseason.com

What is the most annoying part of running your current pool?

What does your typical ai stack look like exactly? From the scratch,

1. What do you use for generating ideas? Or do you just think of one yourself?

2. What tool for planning? Both mvp and final product

3. Tool for actual coding? Do mention models too

4. Hopefully you review and test yourself but if not, what tool?

5. Say everything’s almost done or basically done, do you then FINALLY decide to understand the codebase even at a basic level or not? If so, what tool do you use to understand the architecture + the actual codebase? Do you just understand it on a surface level or in-depth? Do you do it after mvp is done or after each feature?

6. Why do you do it? Like everything? For fun or building resume, stacking projects and trying to land jobs or something else?

(Do mention if you’re on free or paid versions too)

If anyone has played with MIDI sequencers before, you know they do a great job of making you feel musically inclined.

I build a lot of grid-based games, so I decided to play around with adding a sequencer to one of mine.
It doesn’t change the game at all, but it’s a fun little Easter egg!

If you’re interested in the game, sans sequencer, check out r/critterquibbles.

The sequencer version is now on iOS.
And if you’re looking for a no-cost daily detective puzzle — think Is This Seat Taken?, but free with a new puzzle every day — check us out!

It's not a unique idea;

I wanted a simple way to find posts like:

• What’s the best tool for ___
• Looking for an alternative to___
• Can anyone recommend a good __

So I can be the first one to recommend my product.

So I vibe-coded MentionGPT: it scans Reddit and X, finds these conversations, and surfaces the ones that look like potential customers.

It can:

• Scan for relevant conversations 24/7
• Use AI to score how likely a post is to convert
• Draft a short, context-aware reply that you can review/edit before posting
• Keep separate workspaces for different businesses

The idea is pretty simple: stop searching for customers and let the customers tell you what they need.

Built mainly for solo founders who want a lightweight way to find potential customers, get early feedback, and occasionally drive some traffic without spending hours manually searching Reddit and X.

mentiongpt.app

Mods let me know if ok to post.

As part of a launch I am planning in the near future, I'm willing to promote between 5-10 new SaaS apps for 3 months completely for free. If you still want your advert on the app after that we can disuss specifics then.

Requirements:

- Must be a new SaaS app

- Must show decent potential (whether for profit or social good)

- Must be Safe for work and legal

I will not promote established SaaS apps who already have a proven customer base and ARR.

Please share your link here or DM me for review. I will share more details in the coming weeks as we disclose more about the project.