OnlyDust Case study

Building an AI-Powered Developer Onboarding Tool.

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Review

Efficiency and Reliability

"Initially, we partnered with Brumaire to develop a GitHub scoring system using various algorithms. Following this success, we launched a more ambitious project: an AI-powered chat-to-repo interface. Brumaire's expertise in AI significantly helped us move forward efficiently. Their team's technical skill and problem-solving ability are remarkable. We're highly satisfied with the results and look forward to future collaborations."

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Paco Villetard
COO of
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Company

About OnlyDust

OnlyDust is a platform that facilitates contributions to open-source blockchain projects. It serves as a bridge connecting developers with various blockchain ecosystems, offering opportunities for skill enhancement and practical experience.

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They partner with :

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Project

AI-Powered Developer Onboarding Tool

Introducing an AI-centric 'Chat-to-Repo' tool, co-developed with OnlyDust, leveraging advanced Machine Learning, NLP, and ChainLit technologies. In its Beta phase, this tool revolutionizes how developers onboard and adapt to open-source projects, providing intelligent, real-time assistance for a streamlined experience.

Industry
Open Source
Project Scope
AI, software development
Technology
Python, Langchain

THE CHALLENGE

Following the creation of tools to assess a developer's experience using OnlyDust and GitHub data, OnlyDust proposed a new initiative.

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They sought a solution to enable their developers and contributors to
quickly adapt to new open-source projects.

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The primary obstacle for developers is the complexity of acclimating to new projects: repositories can be intricate, resources limited, and knowledge often dispersed among various developers over time.

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As a result, contributors experience a slow onboarding process, frequently requiring assistance from peers to understand the code, structure, and specific issues of the project.

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The Solution

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In partnership with the OnlyDust team, we developed an AI-driven 'Chat-to-Repo' interface. This tool, once integrated with our database, allows users to interact in real-time with a repository, posing both general and specific queries. The solution evolved through several months of rigorous development, combining advanced AI technologies.

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The core of this solution is an AI 'super agent', which leverages LangChain lib, sophisticated API integrations, Large Language Models (LLMs), and a vectorized database for enhanced understanding and response accuracy.

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This AI system is designed to intuitively guide users through the complexities of any repository, making the onboarding process more efficient and less reliant on human intervention.

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The user interface, powered by ChainLit, is streamlined and intuitive, making it accessible for users at various skill levels.

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The application is currently in its BETA phase and available for trial upon request from OnlyDust.

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