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I builtย JobAnnounce AIย to solve a common pain point: writing professional LinkedIn posts for career announcements.
Why itโs unique:
โย 100% free foreverย โ No paywalls, no subscriptions
โย Zero data storageย โ Not even emails or signups
โย AI-powered polishย โ GPT-generated, human-like posts
โย Dual-modeย โ Works for both job seekers and recruiters
How it works:
- Select mode (Job Seeker / Recruiter)
- Paste job description
- Get a ready-to-post LinkedIn update in seconds
Try it here:ย ๐ย jobannounceai.site
Tech Stack:
- Frontend: React + TypeScript
- Backend: Node.js (Express)
- AI: OpenAI API
- Hosting: Replit
Looking for:
๐ก Feedback from job seekers & recruiters
๐ Ideas for additional features
๐ Potential integrations
Would love to hear thoughts from the Huzzler community!

Let me introduce you to Groop, a product I've built out of pure frustration. Every time I wanted to meet with friends or plan a holiday it was a hassle of constant back-and-forth messaging to check who was available when.
That's why I created Groop, a simple and free solution. It works like this
- Go to groop.cc
- Create a Groop (Eg. summer holiday 2025)
- Send the link to friends
- Everyone can select available dates on a calendar
- The dates when everyone is available are highlighted in green
It doesn't get more simpler than this. No account creation required. No more back-and-forth-messaging.
Check it out: groop.cc

Learning grammar is important, but boring.
So I made a game that can help me practice Japanese or Spanish via the retro game Snake (a game 90's kids played)
Check out the demo.
https://youtu.be/F1qsQIMbpMQ

Storyy simplifies your social media strategy by combining cutting-edge AI and human creativity. With Storyy, you effortlessly generate and publish brand-focused content crafted by professional creatives, keeping your social media channels fresh and engaging. Our innovative platform not only saves countless hours but ensures your brandโs voice is consistent and authoritative, building deeper connections with your audience. Simply provide your preferences, approve your content, and watch your online presence grow seamlessly.

Hi everyone! I'm excited to officially launch my new cocktail app today! You can download it for free at https://barbot.app (iOS and Android).
The core feature of the app is to suggest cocktails based on what ingredients you have available. I made BarBot because the existing apps didn't have enough cocktails in their database and also didn't have a good way of matching ingredients.
I scraped a ton of cocktail books to compile over 3,000 recipes, and also made a smart ingredient matching system (so if you have "Tequila Blanco" in your bar already, cocktails with "Tequila" will show up as well).
I also added an AI assistant feature to suggest specific cocktails. For example, you can ask it for springtime cocktails, gin-based cocktails for a birthday party, etc. and it will go through the database of recipes and pick out ones that fit your query.
Finally, I built the ability to rate and favorite recipes, create your own recipes, and log cocktail entries for a cool map/grid view of all of the cocktails you've had (plus some fun awards).
Super appreciate all of the support so far! I decided to make a completely free version with a premium version at $9.99/yr. As a thank you to the community, if you email [email protected] with the email you used to sign up, I'll gift you a free premium subscription!
I'm still working through feature requests so if you have anything you want to see in the app, let me know :)

Hey Huzzler community! ๐
Anyone else spendย hoursย manually recreating complex Power Automate flows as diagrams in Miro? ๐ซ It's tedious, error-prone, and keeping them updated is a nightmare, especially when flows get large or have lots of branching.
I faced this exact problem while documenting flows for stakeholders. Inspired by a Miro community request, I decided to build a solution as a solo indie hacker project!
Introducingย flowtoboard.comย โจ
Flow To Board aims to automate this process entirely. You simply:
- Connectย your Miro account (securely via OAuth).
- Uploadย the .zipย file exported directly from Power Automate.
- Chooseย whether to create a new Miro board or add to an existing one.
- Generate!ย Get a link to a Miro board with your flow visualized as a flowchart.
It uses standard flowchart shapes and handles not just the happy path, but also:
- If / Else conditional branches (with basic join)
- Scope containers
- ForEach loop containers
- Parallel branch forks
Who is this for?
Power Platform developers, consultants, citizen developers, or anyone who needs to document, share, or understand Power Automate logic visually using Miro.
Stage & Seeking Feedback:
This is an early version (MVP+), built with lots of coffee and probably a few JS/CSS tricks I'll eventually refactor! ๐ It definitely still has room for improvement (especially around more complex layouts and error path visualization).
I'm launching it here on Huzzler to getย honest feedbackย from fellow builders and potential users. I'd love for you to try it out with one of your own flows!
My Ask:
- Does it work for your flows?
- Is the generated diagram useful/clear?
- Did you encounter any bugs or usability issues?
- What's the most important feature missing for you?
โก๏ธย Try it out here:ย https://flowtoboard.com
Really appreciate any time you can spare to take a look and share your thoughts below! ๐
Thanks!

Hello everyone!
I am Carlotta, founder of Postify AI ( https://postifyai.io )
Today I would like to present to the community the beta version of Postify AI.
What is Postify AI?
Postify AI is a content creation platform designed to simplify and supercharge your social media presence. Whether you're a solo entrepreneur, content creator, or a growing brand, Postify AI helps you craft high-quality, on-brand social media posts in minutesโnot hours.
By leveraging artificial intelligence, Postify AI generates engaging captions, hashtags, and content ideas tailored to your target audience and preferred platforms. No more writerโs block, juggling tools, or struggling to keep up with the algorithm.
With Postify AI, you stay consistent, creative, and ahead of the curveโso you can focus more on growing your brand and connecting with your audience.
What can Postify AI do?
Idea or Blog to Post - Quickly generate high-quality captions and content ideas tailored to your brand, tone, and audience. Just input a blog post text or phrase, and let the AI do the rest.
Photo to Post - Upload a photo and let Postify AI automatically generate a compelling caption, hashtags to match the image's vibe and context.
Book to Post - Turn your favorite books into engaging social media content in seconds.
Content Improvement - This feature helps you take your existing social media posts and enhance them using AIโwhether you're looking to boost engagement, fix tone, or simply make things sound better.
Reply Creator - Craft smart, engaging, and on-brand replies to comments, DMs, and mentions across your social media platforms. Save time and build stronger relationships with your audience without sounding robotic.
Multi-Platform Support - Create posts optimized for various social platforms like Instagram, X (Twitter), LinkedIn, and Facebook, with platform-specific formatting and hashtags.
Multi-Language Content Generation - Create posts in your preferred language, whether it's English, Spanish, French, Italian, or many more. Postify AI adapts to the language you choose, offering relevant content and templates that resonate with your audience.
Hashtag & Emoji Recommendations - Boost engagement with smart hashtag and emoji suggestions that fit your niche and increase discoverability.
Brand Voice Customization - Set your preferred tone, voice, and style to ensure every piece of content sounds like you or your brand.
Post History - Easily revisit and repurpose your previously generated posts for future campaigns.
Localized User Interface - Seamlessly switch between languages with the language selector. Enjoy a fully translated interface for a more personalized experience.
Our Vision:
Our vision is to make social media effortless and impactful for creators, entrepreneurs, and businesses of all sizes. Postify AI is more than just a post generatorโitโs your full-stack creative assistant, built to simplify content creation, boost consistency, and help users grow their audience with confidence.
We aim to build an intuitive platform that:
- Understands your brand and audience
- Streamlines the content workflow from idea to publish
- Leverages AI to inspire creativity, not replace it
- Becomes one of the go-to tools for content-first marketing teams and solo creators alike
As we evolve, Postify AI will continue to bridge the gap between creativity and productivity, empowering users to turn ideas, photos, and trends into shareable contentโinstantly.
Weโd love your input! We are specially seeking feedback on what features to add next in Postify AI!

My-Legacy.ai is live on Product Hunt!
Legacy planning meets AI + quantum-resistant security.
Built for families ready to protect, preserve, and pass on their legacy โ all in one place.
Support us hereย https://www.producthunt.com/posts/my-legacy-ai-2-0
It just takes 1-Clickย

Let me introduce you to Groop, a product I've built out of pure frustration. Every time I wanted to meet with friends or plan a holiday it was a hassle of constant back-and-forth messaging to check who was available when.
That's why I created Groop, a simple and free solution. It works like this
- Go to groop.cc
- Create a Groop (Eg. summer holiday 2025)
- Send the link to friends
- Everyone can select available dates on a calendar
- The dates when everyone is available are highlighted in green
It doesn't get more simpler than this. No account creation required. No more back-and-forth-messaging.
Check it out: groop.cc

Reach thousandsย of active founders looking for tools to solveย their problems. Our Featured Productย placement guarantees premium visibilityย with 7,458 weeklyย impressions for post ads (like you are reading right now).
Get direct access to your perfectย target audience - people actively building, launching, and growing startups who are ready to invest in solutionsย like yours. Limited weeklyย slots available.
Reserve yours now atย huzzler.so/advertise

Iโm currently building a platform with a simple mission:
Make understanding a stock as effortless ->ย yourwealthsignal.com
No overwhelming charts. No jargon-heavy reports. Just clean, insights that actuallyย make senseย โ whether you're new to investing or just tired of jumping between a dozen tools to make one decision.
The idea sparked from my own frustration โ trying to figure out whether a stock was worth buying felt like decoding hieroglyphs. So I decided to fix that.
Hereโs what Iโm focusing on:
- Simplified financialsย (profitability, growth, margins) in one glance
- Clean, interactive visuals โ no finance degree required
- Quick insights (e.g. โIs this stock overvalued?โ) backed by real data
- Long-term stats, ratios, and trends without the clutter
Still very much in the works, but Iโd love your feedback:
What wouldย youย want in a dead-simple stock analysis platform?
Would love to hear your thoughts, or even pain points youโve faced!

Based on the details you provide about your business, you will get suggested keywords you can use to track Reddit and X posts.
Here's a demo video

Hey! Iโm Max, founder of adswipefile.com
Over the years, Iโve helped drive more than 200M views via viral TikTok campaigns and built a short-form content analytics tool called Trendly.so.
My secret?
Donโt reinvent the wheel, just find winning content and make it even better.
Today, Iโm applying that same principle to e-commerce brands.
AdSwipeFile offers a massive collection of over 22,543 winning ads, neatly categorized by niche, format, and brand. So you can spot what works, swipe the ideas, and level up your campaigns.

Hi,
Just added a button that opens ChatGPT-4 with a request containing the transits to the natal chart.
It's is a full, detailed, interactive horoscope for any date/time and any birth chart.
Based on a fantastic, constantly improving, AI model.

I'm working as an SWE and I wanted to build my own software for a long time. Finally, with stuff like Cursor and Shadcn, I can do that without spending too much time on boring stuff.
Reddit and X were always interesting to me in terms of finding leads and customers, but doing all of that manually takes too much time.
That's why I'm building https://prospectiq.app to automate this.
All it takes is to create a project and add keywords you want to track. The software will work every day to find posts where you could interact with potential customers.
I'm looking to launch this soon, you can join the waitlist and I'll send you a discount code on launch.
Feedback is always welcome!

I'm Stan, the founder of VibeStack. I've been launching startups since 2016. Over time, I've built a massive collection of products and tools over the years, primarily saving them in a folder in my bookmark bar.
One day I decided I would build a tool for myself to be able to save and better organize all the products I find and use in my workflow. After building it I thought others may find it useful as well. So I expanded the product into a platform where people can explore products and save them for easy future reference.
I'm very happy with how the product has developed and looking forward to seeing others use it in the future.
VibeStack is a curated discovery platform for AI, design, and development products and tools for builders and creators. It helps professionals find and save high-quality tools organized by category to enhance their creative workflow.
Submit your product here: https://www.vibestack.io/

Hi everyone,
Excited to share a platform called "Ask Your Audience" designed to help creators, marketers, and product teams connect directly with their target audience for quick feedback.
What it is:ย "Ask Your Audience" is an AI-powered consumer insights platform. The core idea is to provide instant access to audience perspectives using "Human Digital Twins." Users can define their target audience (by age, location, etc.), and the platform provides AI representations reflecting that group. You can then ask questions, present ideas, or show creative concepts directly to these Digital Twins in a conversational interface.
Key features highlighted include:
- Virtual Focus Groups:ย Get collective reactions from a panel of Digital Twins.
- One-on-One Interviews:ย Have detailed conversations with a specific audience profile's Digital Twin.
- Creative Testing:ย Show visuals or concepts and get instant feedback on perception.ย
(Features like A/B Testing and Pricing Analysis are mentioned as coming soon).
The platform aims to deliver qualitative insights much faster (minutes vs. weeks) than traditional methods, while being cost-effective and reducing biases like groupthink. It's stated to have over 85% alignment with real consumer responses based on academic validation.
How it was built:ย The platform leverages proprietary "Human Digital Twins," which combine real human personas with AI. It's described as using academically validated AI technology to power its insights engine.
(Specific tech stack details aren't provided in the info, but the core is AI-driven persona simulation).
This project aims to solve the challenge of getting fast, authentic, and targeted audience feedback. Would love to hear any thoughts or constructive feedback from the community, especially from those involved in product development, UX/UI, or marketing!

Hey everyone!
We are very excited to announce that you can now install Huzzler on your mobile device and receive push notifications. We have opted to use a PWA instead of a native app as we plan on shipping as many features in the coming weeks (problem / solution directory, accountability, marketing guides..).
To install the app: Simply visit the Huzzler homepage on a mobile device. A popup will appear with instructions on how to install the app. Cheers and let me know if you have any feedback ๐
Thanks!

Iโve always loved games where you start at the bottom of a strange world and slowly climb your way up โ learning the rules, bending them, and maybe rewriting them.
So I imagined a world like that.ย
A place with rival factions, shifting alliances, whispered deals, and sudden promotions.ย
Where completing a task isnโt just about getting it done โ itโs about who benefits.ย
Where influence is everything.
I built it from scratch, using GPT-4, Supabase, and Lovable.ย
But itโs not set in a medieval kingdom or a dystopian wasteland.
Itโs set in a modern-day corporate office.
Corporate Life Simulator is a multiplayer game where you join a department โ HR, Sales, IT, Marketing, Legal or Ops โ and try to survive the internal power games.ย
You complete tasks, build your rep, and (soon) craft items, trade with others, and fight for promotions like your life depends on it.
Iโve worked remotely for over a decade.ย
Turns out, I missed the absurdity of office life more than I thought.
Hereโs a teaser image I made. Would love feedback. Or at least a passive-aggressive memo.
๐ You can try the demo or sign up here: https://corporatelifesimulator.com

For one of my other projects, Reddit has been a great source of traffic and has resulted in hundreds of users. What I found to be pretty tedious was constantly scrolling through Reddit and/or searching Reddit to try and find posts that might be relevant to my product where I comment some value and subtly promote it. There were hundreds of posts, majority of which weren't relevant. So I thought, surely this could be automated, no? That's when I decided to build ReplyFinder.
How does it work?
It's quite straightforward. First, add your keywords that you think will be commonly mentioned in discussions regarding your product on Reddit. Then, provide some context to the AI about your product, what kind of posts you find relevant, and some guidelines for how it should generate responses. After that, you're all set! Our AI will monitor Reddit, analyzing posts it finds and determines if they are relevant to your product or not. If they are, it generates a suggested reply, which you can view on the dashboard. I've also got an auto commenting feature in beta, where you can link a Reddit account and approve replys to be posted in one click via the dashboard.
I've currently got a 7 day free trial setup, so if this sounds like something you could use to market your product give it a go! Also, if anyone has questions or feedback, I'd love to hear it. Thanks for checking out my post!

Hey! Two monts ago I launched Flippr, an AI tool for resellers that lets you upload a picture of games or movies and it will find the current going price and sell-through rate of those items! The data comes from sold eBay data. In the next month, we will be releasing Amazon data for FBA sellers! Check it out for free and let me know your thoughts!

Hello everyone! I'm excited to share a project I've been working on - an AI-driven investment platform called StockSageAI.
What I Built
StockSageAI is a comprehensive platform that helps investors make smarter decisions through AI-powered analytics, screening, and portfolio management. It features:
- Market Indices: Tracks major market indices across US and Indian markets, providing real-time performance data, historical trends, and comparative analysis. Users can visualize index movements and correlations, helping them understand broader market conditions that influence their investment decisions.
- Stock Analysis and Prediction: Offers in-depth stock analysis with technical indicators, fundamental metrics, and price pattern recognition. The system provides peer comparison, relative performance analysis, and visualizes historical price movements to help identify trends. Our predictive models generate insights on potential future performance based on historical patterns and market conditions.
- Portfolio Management: Empowers users to track their investments in a unified dashboard with detailed metrics on performance, allocation, and returns. The platform supports transaction tracking, automatically calculates realized and unrealized gains, and provides sector-based diversification analysis. Users can simulate 'what-if' scenarios to see how portfolio changes might affect overall performance.
- Portfolio Health: Evaluates portfolio robustness through a comprehensive health scoring system that analyzes diversification, risk alignment, sector allocation, and performance metrics. The system generates actionable insights and highlights potential vulnerabilities, recommending specific adjustments to improve portfolio resilience and alignment with investment goals.
- AI Portfolio Advisor: Creates personalized investment portfolios based on user-defined parameters like risk profile, investment goals, and time horizon. The AI optimizes stock selection and weighting using sophisticated mathematical models, considers budget constraints to provide actionable investment plans, and rebalances recommendations over time as market conditions change.
- Research & Analysis: Provides a comprehensive research environment with sector analysis, undervalued stock identification, and emerging trend spotting. The platform aggregates and analyzes financial metrics across market segments, helping identify opportunities that match specific investment criteria. Custom screening capabilities allow users to build and save their own research parameters for ongoing monitoring.
- Advanced Stock Screener: Includes 20+ ready-to-use screening strategies covering value investing, growth stocks, dividend income, technical patterns, and more. Users can also create custom screens using natural language queries.
- Multi-Market Support: Full support for both US and Indian markets with appropriate currency handling and market-specific metrics.
How I Built It
Technology Stack
- Backend: Python with SQLAlchemy for ORM
- Frontend: Streamlit for the interactive web interface
- Data Processing: pandas, numpy, and scipy for financial calculations and optimization
- Visualization: Plotly for interactive charts and performance visualizations
- Market Data: Integration with financial APIs for real-time price data
Key Technical Challenges
- Portfolio Optimization Algorithm: I implemented a sophisticated portfolio optimization engine using mean-variance optimization with custom risk weighting and diversification constraints. This involved advanced mathematical modeling to balance expected returns against volatility.
- Natural Language Query Engine: Created a system that translates natural language queries like "P/E < 15 AND ROE > 15" into structured database queries, making stock screening more accessible.
- Efficient Backtesting: Developed a robust backtesting system that can analyze historical performance of portfolios against benchmark indices, all within a responsive web interface.
- Data Consistency: Built a resilient database layer with transaction management and proper error handling to ensure data integrity across concurrent user sessions.
- Market Analysis Integration: Implemented algorithms to identify correlations between market indices and individual stocks, helping users understand how broader market movements might affect their specific holdings.
- Predictive Modeling Pipeline: Designed a modular system that combines technical indicators, fundamental data, and market sentiment to generate stock performance predictions with confidence intervals.
Learning Journey
The most challenging aspect was implementing the portfolio optimization algorithm to handle varying investment amounts while maintaining target allocation weights. I spent significant time researching financial modeling techniques and refining the algorithm to ensure it produces realistic, implementable portfolios.
Working with financial data presented unique challenges around handling missing values, currency conversions, and addressing edge cases in market data. These experiences significantly improved my data engineering skills.
Building the portfolio health analysis system required significant research into risk metrics and diversification measurement techniques to create a scoring system that provides genuinely useful insights rather than just raw numbers.
Next Steps
I'm currently working on enhancing the platform with:
- Machine learning for anomaly detection in stock prices
- Additional portfolio optimization strategies
- Improved real-time notifications for price movements
- More sophisticated backtesting capabilities
- Integration with economic indicators for better macroeconomic context
- Enhanced natural language processing for more intuitive research queries
I'd love to hear any feedback or suggestions from the community, particularly around the portfolio optimization algorithm or ways to make the platform more intuitive for non-technical users!

If you have ever imported an Excel spreadsheet into the company system or prepared it for future use - you know how much time it takes. Syncra can help you with that!
We can:
- rearrange data in whichever format you want (divide and merge data in desired column format),
- find missing, but required data,
- tell you about anomalies in your data (like negative price - we know it happens),
- and many more!

A year ago, I launched 21DaysTransform.com โ a simple habit-building platform based on the system I used to lose 30kg and reverse type 2 diabetes. I made it paid (โน499). I got just 4 paid users.
So I shut it down.
But I couldnโt ignore what it did for me โ and what it could do for others.
Last month, I brought it back.
This time, free. Clean. Focused.
Hereโs what I learned:
โข People donโt want โyet another productivity app.โ They want something they can actually do.
โข Showing exactly what theyโll do for 21 days (real habits like walking, journaling, digital detox, no sugar) converts way better than selling outcomes.
โข A clear journey (with small daily wins) is 10x more motivating than โtrack everything yourself.โ
โข Emojis, short copy, and real-life images = engagement.
What it is now:
โข 21 simple challenges โ one new habit each day
โข Fitness, mindfulness, productivity, and financial awareness
โข No fluff. Just transformation, one day at a time.
If youโre building something and feel like itโs not working โ maybe just change how you deliver the value, not the value itself.
Try it free: 21DaysTransform.com

I reached 2 million impressions on Reddit.
One of the most important factors on Reddit is timing.
You need to submit your post when the most audience is online.
In most cases, it is when the US audience is online.
I have 8-hour differences between the USA. In previous times, I could write a post and wait till midnight.
Now, I solved this problem. You can schedule posts for the future (in weeks and even months from now).
I always focus on getting the maximum results.
How did I do it?
I reused the same post on different subreddits.
This way, I could double and triple my results. Just by submitting the same post to relevant subreddits.
You know what ?
I solved this problem too.
You can schedule a post and cross-post to different subreddits.
The last post that I submitted via this way got:
30k impressions (the same post)
50k impressions (the same post)
10k impressions (the same post)

Hey everyone ๐ For those interested, we've added new advertising options ranging from 1,659 up to 7,458 weekly impressions.
Only until April 30th , we're doing a sale were you get 25 bonus ad credits per 100 credits purchased๏ธ
Advertising options: huzzler.so/advertise/options-pricing
Upcoming features for Huzzler
Now that the development on the advertising system is done, we're focusing on making Huzzler the best platform for founders. Here is a list of a couple of the planned features we have:
- Automatically add your product to "alternative to" so people can find your products through SEO
- Be able to save / bookmark valuable posts in folders
- Accountability system where you can define goals and celebrate milestones with the community weekly (you will be held accountable by the community) ๐
- A problem/solution directory where users can submit real world problems they have. This will provide Huzzler users with a list of already validated product ideas. You'll also be able to notify the user who posted the problem when your app is ready, that way you already have a paying customer ready.
- Gamification: have a level and xp. Increase your level by contributing in the community
- Referral system: gain advertising credits by referring people to Huzzler
- OAuth, login with Google
- Embeddable badges for the launch Arena
- Be able to link a product with a showcase
- Better filtering / sorting in product pages (filter by category, sort by date,..)
- Coming soon tab: all projects that are soon to be relelased
- Previous launch arena winners pages
- .... and many more features
Let me know if you'd like to see other features as well ๐
Thanks for reading guys!

Every dev has an AI โassistantโ in their editor now. LLMs are great for the day-to-day, but letโs be real: writing code is the fun part.
Code Review? Not so much.
So we had to ask: Can LLMs actually review PRs? Or do they just throw out generic suggestions that sound useful but donโt hold up in practice?
We ran a benchmark comparing Kody vs. LLMs (GPT & Claude) to see who really delivers meaningful code reviews. The early data makes one thing clear: theyโre not the same.
โ ๏ธ One thing before we dive in: this benchmark is a work in progress. We know the dataset is still small, but the goal is clear: push LLMs to their limitsโand see where they break.
See what we found:ย https://kodus.io/en/benchmarking-code-reviews-kody-vs-raw-llms-gpt-claude/

Reach thousandsย of active founders looking for tools to solveย their problems. Our Featured Productย placement guarantees premium visibilityย with 7,458 weeklyย impressions for post ads (like you are reading right now).
Get direct access to your perfectย target audience - people actively building, launching, and growing startups who are ready to invest in solutionsย like yours. Limited weeklyย slots available.
Reserve yours now atย huzzler.so/advertise

yopaGo let's you use your phone WhatsApp messages without touching your phone. yopaGo reads out your WhatsApp messages and you can cm decide to answer to messages with your voice. Stay connected and safe when you drive a car or a motorbike or when you ride your bike. Even great when you are jogging and want to stay up to date.

LLMs alone aren't great at reviewing codeโthey produce noisy, irrelevant, or even incorrect comments far too often.
We open-sourced Kodus, our AI-powered code review platform built specifically to address this problem. Instead of relying purely on GPT models, we use a deterministic, AST-based rule engine to provide precise, structured context directly to the LLM. The result is a dramatically reduced noise rate, fewer hallucinations, and comments you can actually trust (and merge).
A quick rundown:
- Hybrid approach (AST + GPT): Precise, deterministic context feeding into the LLM reduces false positives and irrelevant suggestions.
- Self-hostable & Open Source: Run on your own infra/cloudโno code leakage, no data privacy concerns.
- Customizable rule engine: Easily define and share context-specific review rules across your team and community.
We'd love your feedback, suggestions, or criticismsโespecially if you've experienced frustration with purely GPT-based review tools.

I wanted to share something we've been pouring our hearts into. Our team has collectively spent over three decades in this industry, working alongside writers, reading thousands of scripts, and honestly... getting frustrated with the same recycled formulas Hollywood keeps pushing.
For the past 10 years, we've developed a methodology that's helped hundreds of writers find their unique voice and craft stories that actually stand out. Now, we're turning that approach into an actual tool called Script.Movie.
This isn't another "three-act structure" preacher or "character archetype" regurgitator. We built this because we genuinely love great writing and want to see more original voices break through.
What makes it different?
Instead of forcing your creativity into some producer's template, we've created a resource that adapts to YOUR writing style. Whether you're a complete beginner or a seasoned pro, the tool scales with you. It includes carefully selected examples from exceptional screenplays (not just the same five movies everyone references), and focuses on helping you develop your story in YOUR voice.
We're tired of seeing the same stories told the same ways. We're tired of formulaic advice that crushes what makes writers special. And we're definitely tired of tools that feel like they were designed by people who've never actually written anything meaningful.
I know this community gets bombarded with "revolutionary new writing tools" every other day, but we've been in the trenches with you. We're writers and industry veterans who just want to see better, more authentic stories get made.
Would love to hear your thoughts or answer any questions. And if you're interested in being an early adopter, let us know.
Have a great one

Hi my name is Shaquan Jones Iโm the founder of Eden OS. Itโs an AI OS that developers and consumers a like can build on or use to suite their needs. Iโm building a community on Reddit: buildwitheden and YouTube: buildwitheden. My goal is to build Eden but also empower people with low resources to build software using AI. Please check me out on YouTube or Reddit!

I lead Product at Velocity. Our on-demand usability feedback is putting a stop to wasted human time by encouraging designers to first review with AI simulations. We are a team of ex-agency owners whose teams had a hand in building big mobile Apps for companies like Meetup, Soundcloud, Mubi, Glovo.
We, like many design, engineering and Product teams, were often in a position where evidence was weak and feedback was impossible to access, but we were still under pressure to deliver! Limited time, budgets and firewalls meant waiting weeks to iterate.
Now, in seconds, on-demand, you can challenge an AI on your app's designs just like in user testing sessions. Ask questions, then witness a simulation trying to 'use' connected images of your current or future app.
We are first launching as a Figma plugin to provide designers with 24/7 on-demand design feedback. We offer the earliest validation BEFORE code and BEFORE asking real humans.
Figma Plugin link: https://www.figma.com/community/plugin/1397952939678206595/ai-design-reviews-user-simulations-then-human-feedback-1min
Website Link:
Demo Video:
https://www.youtube.com/watch?v=qxWCQ1EIPPo
Would love to hear your feedback, thanks in advance ๐

Let me introduce you to Groop, a product I've built out of pure frustration. Every time I wanted to meet with friends or plan a holiday it was a hassle of constant back-and-forth messaging to check who was available when.
That's why I created Groop, a simple and free solution. It works like this
- Go to groop.cc
- Create a Groop (Eg. summer holiday 2025)
- Send the link to friends
- Everyone can select available dates on a calendar
- The dates when everyone is available are highlighted in green
It doesn't get more simpler than this. No account creation required. No more back-and-forth-messaging.
Check it out: groop.cc

Hey everyone,
Excited to share a project I've been working on called AddCal!
What I Built:
AddCal is a tool designed to tackle the common frustration of sharing an event and ensuring people can easily add it to their specific calendar system (like Google Calendar, Outlook Calendar, Apple Calendar, etc.). Instead of just sending details and hoping they manually input it correctly, AddCal aims to streamline that process.
The core idea is to provide a simple, universal way for users to add events they receive to their preferred calendar with minimal fuss.
How I Built It:
I developed AddCal using Laravel for the robust backend logic and API handling. On the frontend, I used Vue.js to create interactive user interface components. Styling was handled efficiently using Tailwind CSS, allowing for rapid development of a custom look and feel.
To seamlessly connect the Laravel backend with the Vue.js frontend without building a separate REST API, I leveraged Inertia.js. This setup provides a modern, single-page application experience while allowing me to work primarily within the Laravel ecosystem.
A key part of the development involved generating the correct formats ([e.g., .ics files]) compatible with the major calendar platforms. Handling time zones correctly and ensuring cross-calendar compatibility were also interesting challenges during the build.
Achievements & What I Learned:
Building AddCal has been a fantastic learning experience, especially in leveraging the synergy between Laravel, Vue, and Inertia for a cohesive development workflow [or mention another specific skill area you improved]. The main achievement for me is creating a tool that solves a tangible annoyance I've personally experienced and seeing it work reliably across different calendar types.
Feedback Welcome!
I'm keen to hear your thoughts! Any constructive feedback on the concept, potential features you'd find useful, or technical implementation suggestions would be greatly appreciated.
Thanks for checking it out! Looking forward to contributing and learning together in this community.
#showcases #laravel #vuejs #tailwindcss #inertiajs #productivity #webdev