What You Can Build with EdgeKit

EdgeKit gives you real-world GenAI kits built from winning prototypes — like our Kaggle Grand Prize support agent.

No need to start from scratch. Modify the notebooks, run them locally, or deploy as APIs in minutes.

💡 Sample Use Cases

• Zero-shot email classifier with customizable tags

• RAG-ready notebooks with grounding + fallback

• MCP-based prompt flow builder

• Output stylizer + templated prompt recipes

• Chainable modules with intermediate memory

• Email router for clients

• Smart document chatbot

• Slack or FastAPI bot

• Tone-aware answer generator

• Workflow agents

🔹 Build This

🔸 Kit Feature

⚙️ What’s Inside the Kits

• Pre-built notebooks & scripts (OpenAI / Gemini / Claude compatible)

• Modular structure using (Modular & Composable Prompting)

• Code-ready FastAPI endpoints

• Logging/debug helpers

• Optional Streamlit UI templates

🧩 Featured Kit: AI Support Agent (Kaggle Winner Edition)

Built from the GenAI project that won 1st place in a Kaggle competition.
This end-to-end support agent handles email triage, retrieves answers from internal docs, writes structured replies, and follows up — all in a modular, customizable flow.

✅ What You Get

• Fully annotated notebook with step-by-step logic

• Modular prompt flows: classify, retrieve, compose, style, and respond

• FastAPI-ready Python functions for each step

• Bonus: quick-start crash course (PDF or video)

• Format: Notebook (.ipynb) + README + code scripts

📦 Ideal for:

• Developers building their first AI agent

• Solopreneurs testing use-case automation

• Technical founders creating a POC in hours

🏆 Based on a real Kaggle-winning project

🖼 Inside the Notebook

A step-by-step breakdown with classification, tone control, fallback logic, and reply generation — all customizable.

Hi, I'm Amal 👋

Engineer, AI Builder & Kaggle GenAI Champion.

I help developers and solopreneurs build serious AI tools — faster.

I created EdgeKit after winning 1st place in a Kaggle GenAI competition.
Instead of just sharing blog posts, I decided to package everything that worked:
real notebooks, working prompt flows, deploy-ready agents.

EdgeKit is for builders like you — people who learn by building and want to ship smarter, faster.

Ready to explore?