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Hey everyone, Edward here. We re launching Aident AI(Beta 2) in just a few hours!

While building this, we realized the hardest part of automation isn t the 'happy path' it s the messy, unpredictable real-world events. When an automation hits a vague goal, it usually breaks.

We ve shifted from 'UI design' to 'Instruction design' so our agent can actually interpret intent rather than just follow rigid lines on a graph.

I d love to know: For non-technical users, what s been the hardest part about turning a vague goal into something an automation tool can actually run?

Most products obsess over user acquisition.

More traffic. Better conversion rates.

Turns out, growth often comes from something much simpler.

Moments. Retention. Care.

Dear my friends,

Tomorrow (Feb 24th) I'm launching NotiSprite Studio, a companion app to NotiSprite that lets you create your own animated desktop sprites.

Hey everyone!

Here are the main things added to floors.js these last 3 days:

• Configure your widget from the Dashboard: No more editing your script tag. Changes apply instantly to all visitors. The script snippet is now just 2 lines.

• Decoupled rooms + custom labels: The widget now runs on every page by default. data-pages only defines visible doors, and visitors on other pages are grouped under an "Others". You can also rename any URL path to clean labels (e.g. /ugly-path as Pretty Name).

• Chat logs search + export: Search bar for the chat history + export your logs whenever, in CSV or JSON.

• /owner command: Much simpler to claim ownership than the old name-matching method.

Hey Product Hunt

We launched CourseKit today and I wanted to share what we're building and why.

Today we re shipping Streaming!

A faster, smoother way to get AI responses.

Video here

Working on the IDE extension layer for Cencurity.

From the time Termsy was launched, I've made a lot of small updates to the extension.

Thought I'll share them here.

1. It now has a quick answers tab, that helps you understand terms in plain English. Simple yes/no answers to things that actually matter: who owns your data, auto-renewal, cancellation fees, account termination, binding arbitration, and whether you can sue. These are color coded as well, green for user-favourable and red for now

2. It also has a dark patterns tab, which is still in beta, but helps you understand if there are any dark patterns used on the page (things like a urgency timer, hidden opt-outs, confirmshaming, hidden costs and more)

3. Termsy icon on the extension bar has improved, it's greyed out by default but if you land on a ToS page, privacy policy or sign-up pages, it lights up.

Hey Product Hunt!

Ujjwal here. It s been a little over a month since BrainLoom (The Local-First Learning OS) hit #2 Product of the Day. I haven't slept much since!

The feedback from this community has been the driving force behind the roadmap. You asked for more speed, more AI freedom, and less friction.

Today, I'm dropping v1.0.3: The "Command & Control" Update.

Last year in November, I began working on Ode to build a minimal publishing platform for myself without the noise of the modern internet. Over the last few months, Ode has really matured as an open-source self-hosted website generator. Today, at v1.4.5, it launches on Product Hunt.

The Resume is Dead. Long Live Your AI Clone.

The traditional job search is broken. Static PDFs can't keep up with your evolving skills. It s time to deploy your AI

Career Co-Pilot.

Vibe coding seems to be everywhere right now, people are building apps just by prompting AI.

But I m curious if anyone here has actually made money from something they vibe coded, especially people who didn t come from a coding background.

Today, I read in Techcrunch that India has an ambition to "compete" with the US and China in the startup scene:

India has updated its startup rules to better support deep tech companies in sectors like space, semiconductors, and biotech, which take longer to mature.

We launched Rankfender 48 hours ago, and the response has been overwhelming. Thank you to everyone who checked us out, upvoted, and shared feedback!

One question kept coming up: "How do I actually win in AI search?"

So I dug into our data. Rankfender has now tracked over 50,000 AI-generated answers across ChatGPT, Google SGE, Perplexity, and Gemini. We've analyzed millions of citations, thousands of brands, and hundreds of industries.

Here's what we learned and what it means for your business.

ZeroThreat.ai isn t new. But what we ve built into it changes the game. 

We ve added Agentic AI an autonomous, decision-driven execution layer that: 

 Observes application behavior 

We're constantly looking for ways to reduce the pain and cognitive load of managing your calendar.

We started with something simple: CC Ting in an email and it schedules the meeting for you.

First off, thank you to everyone who supported Springfield Oracle during launch. The response on Product Hunt and beyond has been overwhelming. The feedback, ideas, bug reports, and encouragement have all been incredibly motivating for our small team.

Over the past few days, we've been going through everything you've shared and working late nights to improve the platform. Here s a quick look at what s coming next:

1. Major Bug Fixes & UI Improvements
We ve been working through a long list of bugs and UX improvements to make the site smoother and easier to use. Expect improvements to navigation, loading performance, and the overall browsing experience, so exploring predictions feels seamless.

2. More Predictions Being Added
The world is constantly changing, and so are the events people claim were predicted by The Simpsons. We're actively adding new predictions to the database as they appear in the news cycle. While the headlines aren t always rosy, we re hopeful that over time we ll start seeing more positive predictions making their way into reality as well.

Cyber risk today is mostly documented in spreadsheets, PDFs, and slide decks formats that are hard to version, automate, or integrate with tooling.

CRML (Cyber Risk Modeling Language) aims to represent cyber risk as structured, machine-readable models instead of documents. This allows risk scenarios to be version-controlled, generated by tools, and executed through simulations.

Writing on the @1Password blog, Jason Meller says that he found that the top downloaded OpenClaw skill was a malware delivery vehicle:

While browsing ClawHub (I won t link it for obvious reasons), I noticed the top downloaded skill at the time was a Twitter skill. It looked normal: description, intended use, an overview, the kind of thing you d expect to install without a second thought.

But the very first thing it did was introduce a required dependency named openclaw-core, along with platform-specific install steps. Those steps included convenient links ( here , this link ) that appeared to be normal documentation pointers.

They weren t.

Both links led to malicious infrastructure.

Indeed, this wasn't an isolated case.

That's CourseKit.

Paste your sales page get a full suite of branded AI tools that help your students execute what you learn. One click. Free. Embeddable in your course.

I just shipped Prosaic v1.3.3, a small but meaningful update focused on reliability and writing flow.

The big change is autosave. Files now save automatically every 10 seconds, with a simple status bar indicator so you always know what state your document is in:

• just saved

• idle

• [+] unsaved changes

• [ ] saved state

Today we re open-sourcing the core memory engine behind @Mnexium AI: CORE-MNX.

GItHub

The problem: students buy courses, consume the content, and then stall when it's time to implement. It's not a knowledge gap it's an execution gap.

The solution: CourseKit.

Real talk I can vibe-code a feature in hours but spend days figuring out what users are actually complaining about.

  No system. Bugs in DMs. Feedback in emails. Screenshots in random Slack threads.

Meow world, welcome back to The Breakpoint, a weekly thread on all things dev tools on Product Hunt.

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