TalkingCode

by Chidi Nweke

Hi, I'm Chidi 👋

I built this to share what I've learned.

I've been working with GenAI for the past years, both professionally for fun. TalkingCode is a project I built to share some of the state-of-the-art techniques I've picked up along the way, and to give you a chance to get to know me through the code I write.

Suggested starting points

Explore the techniques

Learning
In Public.

This agent is a sandbox for the techniques I find most interesting: multi-step reasoning, precise tool calling, and structural context. I'm sharing them here so we can see how they perform on real-world data.

Reasoning over Data

Using my GitHub code as a rich dataset to demonstrate how agents can navigate and interpret complex information.

Multi-Step Planning

The core of the project: agentic loops that plan, research, and synthesize answers through iterative reasoning.

Curiosity

Driven by Research

Shared

Techniques & Patterns

How It Works

The Process Behind the Agent

1

Understanding

We index repositories by preserving the structural hierarchy, making it easier for the AI to "see" the code.

2

Reasoning

Instead of a direct search, the agent takes a moment to plan which parts of the code are most relevant to your question.

3

Sharing

The final answer includes citations, so you can see exactly which files and logic the agent used to reach its conclusion.

Let's talk code.

I’m always happy to talk about architecture, patterns, or the techniques used here. Feel free to explore and see how it works.

Start a Conversation
© 2026 Chidi Nweke. Learning and sharing.