Now, since some do these things, while others charge every bit as much without these features, I already expect that they have:

• Built-in Github commit

• Credit rollovers (e.g. if I do not use all credits in a paid plan, they are added to the next month - indefinitely)

• Nothing that tries to keep my project within their ecosystem and then expects that as my business scales, I pay them more.

As Lovable, Bolt, v0, Base44, Bubble, Make, etc. jostle to out-do each other and be the one that we pay for, I think we will soon see:

• Back-end solutions that guide non-technical creators through the steps to ship a SaaS product that is actually ready to scale to take on real traffic

• Pre-emptive best-price/best-solution external solution-shopping, such as for white-listed bulk emailing and available domain search.

Here s something we don t talk about enough,
AI systems don t always fail, sometimes they just drift.

One day, your model outputs are sharp.
The next, they re slightly off.
Then suddenly, your entire workflow is built on quiet inaccuracies.

BookGraph helps readers discover connections between books, authors, and themes through visual knowledge graphs.

Foundation & Core Features

Goodreads Import

Folks, please. This isn t LinkedIn (YET).
Write your own maker comments.
Sheesh.
https://www.reddit.com/r/OpenAI/...

I don't want to sound bad, but I feel like Adobe is asking quite a lot of money for something that other tools do the same (if not better) with a better user experience and sometimes even cheaper.

For example, Adobe XD vs. Figma

Adobe Premiere vs. DaVinci Resolve, etc.

Everyone says execution matters most.

But I think it s execution in the right way
The kind that runs experiments, not marathons.

It s easy to move fast.

It s harder to design motion that actually teaches you something.

I m pretty sure most founders grow mainly on Twitter. Or LinkedIn.

But I ve realised it really depends on what kind of product you ve built.

If you re a fashion-focused founder, you probably grew up on Instagram or Pinterest.

We're just getting started
We're committed to making AI agents accessible to everyone, and your input today shapes our roadmap.

Keep the feedback coming! We're reading every comment, DM, and email.

Join us at getsparks.ai and let's build the future of work together.

Again, from the entire Sparks team - THANK YOU

Hey Product Hunt community!

We just shipped something I'm genuinely excited about Credit-Based Billing is now live on Atlas!

From @hwchase17 :

Today, we re announcing we ve raised $125M at a $1.25B valuation to build the platform for agent engineering. We re also releasing new capabilities to accelerate the path to reliable agents, including LangChain and LangGraph 1.0 releases, a new Insights Agent, and a no code agent builder. IVP led the round alongside existing investors Sequoia, Benchmark, and Amplify, as well as new investors CapitalG and Sapphire Ventures.

Imagine that they got their start here when I hunted @LangSmith in 2023.
Man, shoulda invested back then!

Hey everyone

Exciting news KeyFlow is now available for Windows!

Every time we built an agent workflow, the pattern was the same-

great demos, endless chaos in production.

Retries, timeouts, context loss, concurrency bugs

Hey everyone

Just wrapped up launch day for CoLaunchly 2.0, and I wanted to share a quick reflection.

For years, everyone was obsessed with making AI faster.

Faster inference. Faster tokens. Faster APIs.

But somewhere along the way, something got lost stability.

This update brings several key improvements to Locki's functionality and usability:

- Expanded Google Docs support

- Key limit increased from 5 to 10

- Added secure keys import/export with password protection, enabling secure backup or team data sharing, ensuring the privacy and security of your data

Hey everyone! I m Hasan, the founder of Mixio.AI and I couldn t be more excited to finally share what we ve been building.

Mixio is an AI platform that lets anyone go live with a fully customizable AI avatar streaming across Twitch, YouTube, TikTok, and more.

You can literally create a streamer from just a prompt or an image, choose their voice, style, and personality, and they ll host a livestream that feels alive. Your AI Streamer can chat with viewers in real time, stay in character, and even follow the tone or guidance you give them.

What I love about Mixio is how flexible it s become. You can:

Most teams I know use tools like Miro or Mural to brainstorm and visualize ideas.

They re great, until you need to actually write things down. Suddenly, you re jumping to Google Docs, Notion, or Confluence just to continue the thought.

That s the gap we re tackling with NodeLand, a space where visual thinking and documentation live together, not apart.

Every AI project starts the same way a beautiful demo, fast results, a sense that this one finally works.

Then, quietly, it breaks.

Hey everyone

We re building Snipn, an AI-powered WhatsApp experience that sends you a short 2-minute audio news update every morning. It s simple, human-sounding, and available in 100+ languages across 50+ countries.

The idea came from how cluttered and noisy news apps have become. We wanted something calm, fast, and truly useful the kind of update you can actually finish before your coffee.

You can listen to a sample on our website before subscribing, and we d love to hear your thoughts.

Hey folks

We re developers who constantly ship apps in Russian and English our native + global setup.

But every time clients asked for one more language (Spanish, Polish, Hungarian, etc.), it turned into chaos:

duplicate keys, mismatched files, broken placeholders and endless manual review