Went for the Vibes, came back with a prize.
Just wanna share that we won a second prize in Mistral AI Hackathon in Paris last weekend.
We(Khushiyant Chauhan and I) built Redline - explainable compliance engine that automates HR policy verification against state and US federal labour rules. Instead of black-box generation, Redline builds a sophisticated and transparent system tailored for legal professionals.
It uses a fine-tuned Mistral 7b model to extract structured decision logic from unstructured policies, coupled with a deterministic rule comparison engine for bulletproof accuracy. We've built an autonomous self-improvement loop using Weights & Biases to evaluate and optimise the extraction schema, and optimised our local engine for Nvidia hardware.
It combines probabilistic extraction with deterministic checking, creating a novel hybrid architecture where the AI structures data, and code verifies compliance.
Check the live demo here: https://lnkd.in/dr9z2Vhe
03/01/2026 23:00:00
nb
See More (6 posts)
- Went for the Vibes, came back with a prize.
Just wanna share that we won a second prize in Mistral AI Hackathon in Paris last weekend.
We(Khushiyant Chauhan and I) built Redline - explainable compliance engine that automates HR policy verification against state and US federal labour rules. Instead of black-box generation, Redline builds a sophisticated and transparent system tailored for legal professionals.
It uses a fine-tuned Mistral 7b model to extract structured decision logic from unstructured policies, coupled with a deterministic rule comparison engine for bulletproof accuracy. We've built an autonomous self-improvement loop using Weights & Biases to evaluate and optimise the extraction schema, and optimised our local engine for Nvidia hardware.
It combines probabilistic extraction with deterministic checking, creating a novel hybrid architecture where the AI structures data, and code verifies compliance.
Check the live demo here: https://lnkd.in/dr9z2Vhe (03/01/2026 23:00:00)
- I want to share something that I have been working on and off for the past few weeks, and I think it's quite stable to share what I have built till now.
Introducing Journal - a premium local-first journaling application designed for effortless writing and privacy.
It's an offline-first PWA with all the basic capabilities you would expect in any other note-taking app. The controls and shortcuts feel just like any other apps, so you don't have to learn new things to use them.
It's also powered by AI, which runs fully offline on your device using WebLLM. This AI helps you in autocompletion, paraphrasing, and answering questions while still giving u the native feel u want to have.
AI features are still in alpha stages and might need more fine-tuning, but the basic TextEditing and advanced Searching Features work out of the box.
Your notes are synced and stored encrypted in your personal identity. It uses YouAuth, which powers any Homebase identity (https://homebase.id for more info)
Personally, I have been using this for a while to keep track and maintain all my notes. There are so many features planned that I will add them soon as I need it
As always, I keep my apps open source, so you can check out the source code (link in comments).
Checkout the app here: (https://journal.cloudx.run)
P.S (Reach out if you want to know more about having a personal identity and homebase. I will be glad to set it up for you ;) ) (01/20/2026 23:00:00)
- So I made a post last week on a side project I made using Gemini 3.0. This video shows the dos and hows on how it works, and what you can achieve using it
P.S. Free to use with limited limits while it lasts (12/24/2025 23:00:00)
- It's been a while since I updated my website. Finally, I spent my last Sunday revamping it. (12/24/2025 23:00:00)
- I wanted to test the capabilities of Gemini 3.0, so I vibe-coded a project over the weekend and a extra day for polishing.
Introducing OG Banana: Generates Open Graph metadata for better SEO accessibility
This web app lets you paste a URL + optional context and returns:
- SEO‑friendly <title> and meta description
- Full Open Graph + Twitter Card tags
- A 1200×630 AI‑generated preview image that matches your site’s vibe
- Copy‑pasteable HTML snippet ready for your <head>
Runs purely on Appwrite Sites and heavily uses cloud functions for processing.
This UI has been entirely built using Gemini 3.0, and it uses Gemini 2.5-pro for meta tags and image prompt generation and Gemini 2.5-flash-image for og image generation.
Try it here: https://ogbanana.com (12/01/2025 23:00:00)
- Had a wonderful weekend participating in the
hashtag
#blackforesthackathon hosted by BlackForest Solutions GmbH held in Offenburg.
We spent the weekend building a solution for generating a consistent, multilingual work instructions handbook automatically from CAD assemblies.
The best part about our project is that it runs completely offline and ensures total data privacy.
Check out our project here: https://lnkd.in/g5Rgp8kt
Had a lot of working on this project with my fellow teammates : Khushiyant Chauhan Vidhu Mathur Jude Mingay Pradyumn Patil Mateo Jahn Diez de Arizaleta
Until next time ✨ (10/29/2025 23:00:00)