# \[GSoC 2026 PROPOSAL\] AI Chatbot for Jenkins Workflow Guidance - Mohammed Saalif Udyawar

**URL:** <https://community.jenkins.io/t/gsoc-2026-proposal-ai-chatbot-for-jenkins-workflow-guidance-mohammed-saalif-udyawar/36555>\
**Category:** GSoC\
**Created:** [March 18, 2026, 8:25pm UTC](https://community.jenkins.io/t/gsoc-2026-proposal-ai-chatbot-for-jenkins-workflow-guidance-mohammed-saalif-udyawar/36555 "2026-03-18T20:25:44Z")\
**Posts on this page:** 1\
**Page:** 1

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**Author:** ![MohammedSaalif](https://avatars.discourse-cdn.com/v4/letter/m/bcef8e/32.png) [@MohammedSaalif](https://community.jenkins.io/u/MohammedSaalif)\
**Post date:** [March 18, 2026, 8:25pm UTC](https://community.jenkins.io/t/gsoc-2026-proposal-ai-chatbot-for-jenkins-workflow-guidance-mohammed-saalif-udyawar/36555/1 "2026-03-18T20:25:44Z")

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Hi @KrisStern, @shivaylamba, @Chirag Gupta and the Jenkins GSoC team,

I am Mohammed Saalif Udyawar, a B.Tech CSE student at KL University. I’ve just submitted my proposal for the **AI Chatbot to Guide User Workflow** project and wanted to introduce myself.

Having worked with **Jenkins, Docker, and Apache Tomcat** for CI/CD automation, and having built several NLP projects with **NLTK, spaCy, and PyTorch** , I’m eager to help improve the Jenkins newcomer experience.

**Key highlights of my proposal:**

- **RAG Architecture:** Using FastAPI and PyTorch embeddings for documentation retrieval.

- **Sentiment-Aware Feedback:** Utilizing **VADER** to detect user frustration and adjust bot responses (based on my previous Brand Sentiment Monitoring project).

- **Open Source Experience:** I am already a contributor to the **Kubernetes (K8s)** ecosystem (Merged PR #136450).

I’ve uploaded my full 350-hour roadmap to the portal. I would greatly appreciate any feedback you have on my architecture or integration strategy!

GitHub: [https://github.com/MohammedSaalif](https://github.com/MohammedSaalif)

Best regards, Mohammed Saalif Udyawar