Retrieval-Augmented Q&A Assistant for Farmers

Retrieval-Augmented Q&A Assistant for FarmersRetrieval-Augmented Q&A Assistant for Farmers

The network for creativity

Join 1.25M professional creatives like you

Connect with clients, get discovered, and run your business 100% commission-free

Creatives on Contra have earned over $150M and we are just getting started

Back to feedPost

AI Syntax Studio

• Oct 22

Intelligent Q&A assistant for farmers, powered by retrieval-augmented generation.

Curated 100+ agricultural documents and generated 1,000+ semantic knowledge chunks

Embedded using Sentence Transformers and indexed in ChromaDB for vector retrieval

Integrated Groq-hosted Llama models for accurate, context-grounded responses

Built and deployed a publicly accessible Streamlit application

Optimized retrieval through chunk-size tuning and prompt engineering

Validated retrieval and response quality against a curated test question set

Completed work

AI Agent Designer AI Engineer Data Engineering Python Visual Studio Code

Kazi Mohammed Erfan

max

• Oct 26

AdvantageGEO: a Framer site for an agency that gets brands cited by AI search. The hero opens with a bold claim, SEO is dying.

Web Design Framer Website Design UI Design

Rafee Alam

pro

• Oct 26

The dark blue hero with the "SEO is dying" headline is a bold opener. The side by side chat cards make the GEO idea easy to get at a glance.

Alona Yakovlieva 📱

• Oct 26

Sound On 🔊 — hike ticket UI Interaction

My flow: 😊

1. Final design in Figma.

2. Motion prompt and code from React Bits.

3. Building and polishing in Lovable.

Completed work

uiinteraction uiuxdesign motion AI Engineer Mobile Design UI Design Figma Lovable React

Ilian Raykov

• Oct 29

Sound on was the right call, it makes a ticket feel physical. The tear when it gets scanned that you mentioned in the replies is the moment I'd want to see next, that's the bit people will remember. Is the sound wired into the component itself or triggered from the app?