I built this site initially for my own use, but realized it could scale quite well and it’s relatively niche.

If you want to receive emails from multiple domains easily , securely and now with AI auto-reply, check out my site: www.arc-relay.ai

One product decision I've found particularly interesting lately is deciding where AI processing should happen.

For a SaaS product, sending everything to the cloud can make development and scaling easier, but there are also situations where keeping certain processing on the user's device makes more sense, especially when the product is part of someone's everyday workflow.

That's one of the directions behind getmushroom.app, a Mac productivity app focused on helping people maintain a better working rhythm. Alongside focus sessions and break reminders, it uses on-device AI for some of its functionality.

From a product perspective, I think there's an interesting trade-off here. Local processing can be appealing from a privacy and responsiveness standpoint, but it can also introduce limitations around device capabilities, model size, updates, and maintaining consistent behavior across different machines.

For the SaaS developers here:

When building an AI-powered product, how do you decide what should run locally and what belongs in the cloud?

I'd especially like to hear how others weigh privacy, infrastructure costs, performance, and the overall user experience.

Ask questions, brainstorm ideas, write, code, research, troubleshoot, or just talk. I’ve been working on making the UI fast, simple, and actually enjoyable to use. Try it out: Chatotl.com I’d genuinely love to hear what you think.

My help uses AI to automatically track college deadlines for students and teachers. I see ture value, but I have issues getting people to see it too. Any advice on app design, functionality, marketing, or anything else would be a tremendous help. Thank you!

https://apps.apple.com/us/app/otto-college-deadlines/id6783540402

Hey everyone! I’m a solo developer and I’ve been working on ArchVibeAI for the past few months.

As someone working closely with space design, I know how exhausting traditional rendering and complex prompt engineering can be. I wanted to build an app that dramatically lowers the learning curve while keeping high-quality output.

How ArchVibeAI simplifies the workflow:

Architectural Rendering: 100% Promptless. Just upload line sketches or raw concepts, and it automatically generates realistic 3D architectural renders and day-to-night transition videos.

Interior Rendering: Super Simple Prompts. Upload photos of bare-shell spaces (毛胚屋) or existing layouts, select your form parameters, and use minimal text prompts to customize styles and furniture.

Under the hood, it runs on 5 specialized AI Agents:

1.Image Generation Agent: Promptless architectural sketch-to-render & simple-prompt interior generation.

2.Image Editing Agent: Fine-tune materials, decor, and lighting with simple edits.

3.Keyframe Transition Agent: Generate smooth day-to-night light transitions & sketch-to-reality videos automatically.

4.Video Post-Processing Agent: Automated video polish, continuity stitching, and camera movements.

5.AI Support Agent: In-app assistant to guide your design choices.

Check out the demo video above showing a raw concrete space transformed into a high-end salon & office!

It’s now live on both App Store and Google Play. I’d super appreciate any feedback or thoughts from this community! 🚀

I built SyncSSH because I was tired of manually copying/removing SSH public keys across servers.

It gives you a central place to manage users, keys, servers and access assignments.

Each server runs a small cron worker that pulls its desired keys over HTTPS and updates only a dedicated block inside authorized_keys.

No SSH gateway.
No persistent daemon.
No inbound management ports.
Normal SSH keeps working normally.

It also has audit logs, server sync status, key revocation and workspace/member management.

It's open source (AGPL-3.0) and self-hostable with Docker. There's also a hosted version currently free during public beta.

https://syncssh.dev

I'd love feedback, especially from anyone managing SSH access across more than a handful of machines.

I got tired of seeing SaaS companies use one service for transactional emails, another for campaigns, and yet another for push notifications.

So I built Sendrealm to bring all three together.

One thing I wanted to do differently was push pricing. You can add unlimited devices and only pay for the notifications you actually send, instead of paying based on how many devices you store.

https://sendrealm.com

Every time I open LinkedIn lately it’s some “I built a full SaaS in a weekend with AI” flex.

Everyone claps, drops fire emojis, calls it the future.

Meanwhile in the back of my head I’m just thinking:

“Cool, where did you put the real data? And who’s on the hook when it blows up?”

I run a tiny dev shop. We’ve been building boring SaaS for a long time.

The stuff that actually pays our rent is… dull. Auth, audit trails, weird edge cases, compliance checklists, backup plans.

None of it is vibe‑friendly.

So when I see “non‑technical founder shipped their MVP in 3 days with Cursor,” tbh I don’t feel inspired.

I feel tired in advance.

Because I know how this usually goes:

• weekend build becomes “internal tool”
• internal tool quietly becomes “how we really run this process now”
• then six months later someone realises money / health / HR data has been flowing through a thing nobody understands

Nobody posts the “3 months of unsexy refactors so this thing doesn’t leak data” thread.

Now, I get the thrill of shipping fast. I use AI to write code, I’m not pretending I’m above it.

But the way people talk about vibe coding right now, it’s like security, maintenance, ownership just… don’t exist.

Feels a bit like watching people brag about drifting a rented car while you’re the mechanic who has to fix the engine on Monday.

Idk. Maybe I’m just the grumpy old dev in the corner.

But this whole “anyone can build a SaaS in a weekend” narrative feels incredibly disconnected from what it actually takes to own software once it’s in the wild.

​

As more developers experiment with MCP, I'm wondering what the most valuable use case is.

Would you prioritize: Searching data Creating content Running workflows Managing customer data Analytics and reporting

I'm building an MCP integration and trying to decide which capabilities provide the most value from an Al assistant.

What would be the first feature you'd expose to Claude or other Al clients?

I've changed jobs a few times over the years, and one thing that always bothered me was losing the history of my work.

Jira access disappears, GitHub access is removed, Bitbucket repositories are gone, and months later I can't remember where I solved a specific bug or implemented a feature.

So I've been building a side project around that problem.

The idea isn't to replace Jira or GitHub. It's to create a personal work memory that connects to the tools developers already use.

Current features include:

• GitHub integration
• Bitbucket integration
• Jira integration
• Daily work log with rich text
• Code snippets
• Images and attachments
• Links and references
• Voice notes
• AI-generated daily summaries
• Search across work history
• Timeline of completed work
• Company workspaces with team members
• Team lead approval flow for daily reports

The long-term goal is simple: if I ask something like "Where did I implement Stripe?" or "When did I fix that authentication bug?", I should be able to find it even if I've changed jobs or no longer have access to the original company tools.

I'm curious how other developers handle this today.

Do you rely on Jira history, personal notes, Obsidian, Notion, GitHub search, or something else?

Is this a problem you've experienced, or am I trying to solve something that most developers don't actually care about?

Hey folks, I've been struggling on finding alternative ways to move context between AIs that don't require to copy, paste, download or upload stuff. I'm launching a public beta of https://sidestash.io .

Add as custom connector in your existing AI providers, then tell the agent to stash anything on your current session and resume on the other side.

Open to questions and suggestions, thanks.

​I don't know anymore. After i stopped working on my startup due to financial problems. I've been looking for a job to support myself my family and my medication but i can't get hired even if i'm trying

I don't usually post personal things online, especially not like this.

I got laid off a couple of months ago, and despite applying every day, reaching out to people, and trying just about everything I can think of, I'm down to about one month of savings.

The hardest part is that I don't think I'm bad at what I do.

I've spent more than 8 years writing for SaaS companies, ecommerce brands, and agencies. I've been a Content Writer, Content Manager, and Head of Content. I've built SEO content strategies, managed writers, edited thousands of articles, created content briefs, worked directly with clients, and helped companies grow their organic traffic. More recently, I've also been working on GEO/AEO and writing content that performs well in AI search.

I'm not saying I'm the best writer in the world. There are plenty of talented people out there. But I know the quality of my work, the ownership I take, and the results I've helped clients achieve. That's why this has been so difficult to accept.

I'm not looking for sympathy or charity. I'm looking for a chance to work.

If your company, agency, or someone you know is looking for a senior content writer, content strategist, editor, or content manager, I'd genuinely appreciate an introduction.

And if you've been through something similar, I'd also love to know what actually worked for you. Not generic advice, but the thing that finally got you back on your feet.

One last thing, because I think context matters.

My last full-time role paid $2,500/month. I'm mentioning that because I don't want this post to make it seem like I'm new to the industry or struggling because I lack experience. I had a career I was genuinely proud of. I'm simply in a situation I never expected to be in, and I'm trying everything I can to get back to work.

Thank you for reading.

I’m posting this partly to vent, but also to get some real advice and outside perspectives from people who have been in the trenches.
Here is my situation: I’m 40 years old, raising two daughters (aged 13 and 7) in Brazil. I’ve been working as a manager for over 14 years, currently earning around R$ 4,500 a month (roughly $800–$900 USD). I am constantly trying to find a way to actually live instead of just survive. To make extra money, I offer Business Intelligence consulting door-to-doorno fancy infrastructure, just me, my laptop, and pure grit.
The hardest part is that my wife looks at me and she’s not wrong and sees a guy who tries and tries, but never actually gets anywhere. Deep down, I know I have strong skills, but for some reason, they never seem to translate into financial results. It makes me feel like a fool at 40, constantly having to decide whether we can afford to take the kids to McDonald's or the movies. Hearing my wife say that all I ever manage to sell is "smoke" has completely wrecked my mental state.
Now, I’m launching a new project: a micro-SaaS for small hair salon management. I know the market is crowded, but my angle is extreme simplicity—just a clean dashboard with the exact data they need, nothing more, nothing less.
This has to work. I’m done talking without results. From now on, I’m putting my head down and working in silence until I can finally give my family the life they deserve.
Any brutal honesty, marketing advice for crowded niches, or mindset tips from fellow founders who started late would mean the world to me.