Home A - Z
Page Index

Blame

086086 Melisha Dsouza 2025-11-06 14:16:47 1 
# **Team Fusion**
e60bb7 Shilpa 2025-09-25 05:25:41 2
0fc105 Shilpa 2025-12-02 08:11:21 3
> ### **Team Members & Mentor**
e60bb7 Shilpa 2025-09-25 05:25:41 4
7823f2 Shilpa 2025-12-02 08:04:41 5
**Shilpa Gade** - Front-End, Mobile Developer
cff4c6 Shilpa 2025-12-02 08:11:48 6
9e4517 Melisha Dsouza 2025-11-10 13:32:46 7
**Devang Ghorpade** - Backend Developer
cff4c6 Shilpa 2025-12-02 08:11:48 8
9e4517 Melisha Dsouza 2025-11-10 13:32:46 9
**Melisha Dsouza** - CMMI SME
cff4c6 Shilpa 2025-12-02 08:11:48 10
0fc105 Shilpa 2025-12-02 08:11:21 11
**Yogita sonar** - Team Mentor
9e4517 Melisha Dsouza 2025-11-10 13:32:46 12
879b09 Shilpa 2025-12-02 08:07:05 13
9e4517 Melisha Dsouza 2025-11-10 13:32:46 14
> ### **Project Link**
c3f012 Shilpa 2025-09-25 05:37:43 15
16
https://wiki.enovate-it.com/Projects/Audit-matic
17
9e4517 Melisha Dsouza 2025-11-10 13:32:46 18
> ### **Our Story**
086086 Melisha Dsouza 2025-11-06 14:16:47 19
7b9bc8 Shilpa 2025-12-02 08:00:04 20
Team Fusion was formed to tackle one of the most challenging problems in software process compliance — automating CMMI audits. Coming together from diverse backgrounds in mobile development, backend engineering, and process quality assurance, the team shares a passion for combining AI and automation to simplify complex manual tasks. The hackathon provided us with the perfect opportunity to combine our expertise and build something truly impactful — AuditMatic, a system that bridges business requirements and engineering deliverables using AI.
21
0fc105 Shilpa 2025-12-02 08:11:21 22
> ### **Team Member Roles (Cross-Functional Contribution)**
9e4517 Melisha Dsouza 2025-11-10 13:32:46 23
3ef46a Melisha Dsouza 2025-12-16 07:03:33 24
#### **1. Shilpa Gade**
25
26
* **Role:** Frontend Developer
27
* **Bio:** Shilpa is an experienced iOS developer who took the lead on the AuditMatic Frontend. She leveraged her strong mobile UX experience to design and build the intuitive React App, ensuring a high-quality, responsive user interface for displaying complex audit reports.
28
* **Specialty:** iOS Development, Swift, Frontend Development.
e0a4c4 Shilpa 2025-09-25 05:36:32 29
3ef46a Melisha Dsouza 2025-12-16 07:03:33 30
#### **2. Devang Ghorpade**
e60bb7 Shilpa 2025-09-25 05:25:41 31
3ef46a Melisha Dsouza 2025-12-16 07:03:33 32
* **Role**: Backend Developer
33
* **Bio**: Devang is a backend developer specializing in creating scalable APIs. For AuditMatic, he was the architect and implementer of the entire Node.js/Express backend, responsible for the RAG orchestration layer (LangChain), Multi-LLM integration, and setting up the scalable PostgreSQL/pgvector database.
34
* **Speciality**: API Architecture, Node.js, Systems Integration, Deep AI/ML System Design (RAG, Vector Databases).
e60bb7 Shilpa 2025-09-25 05:25:41 35
3ef46a Melisha Dsouza 2025-12-16 07:03:33 36
#### **3. Melisha Dsouza**
e60bb7 Shilpa 2025-09-25 05:25:41 37
3ef46a Melisha Dsouza 2025-12-16 07:03:33 38
* **Role**: CMMI Subject Matter Expert (SME)
39
* **Bio**: As a core member of the CMMI team, Melisha provided the essential domain expertise. She was instrumental in defining the compliance criteria, but her crucial project contribution was curating and validating the vast set of sample project documents used to train and test the accuracy of the AI pipeline.
40
* **Specialty**: CMMI Process, Compliance Auditing, Data Curation and Validation.
e60bb7 Shilpa 2025-09-25 05:25:41 41
7b9bc8 Shilpa 2025-12-02 08:00:04 42
> ### **Our Hackathon Journey**
e60bb7 Shilpa 2025-09-25 05:25:41 43
3ef46a Melisha Dsouza 2025-12-16 07:03:33 44
#### **1. Phase 0: Ideation and Problem Identification.**
e7e818 Shilpa 2025-12-02 08:03:29 45
3ef46a Melisha Dsouza 2025-12-16 07:03:33 46
- **The Spark:** Recognized the critical, high-effort pain point of manual CMMI compliance auditing.
47
- **The Goal**: Define the objective: leverage AI to automate compliance auditing.
7b9bc8 Shilpa 2025-12-02 08:00:04 48
3ef46a Melisha Dsouza 2025-12-16 07:03:33 49
#### **2. Phase 1: Foundation and Proof of Concept (The Existence Check)**
086086 Melisha Dsouza 2025-11-06 14:16:47 50
3ef46a Melisha Dsouza 2025-12-16 07:03:33 51
* **Focus**: Establishing the basic architecture and proving the concept of automation.
52
* **What We Did:**
7b9bc8 Shilpa 2025-12-02 08:00:04 53
54
1. Setup the core architecture: React App (Frontend) and Express.js (Node.js) Backend.
55
2. Document Processing: We used the backend to dynamically fetch and scrape data from source documents (no permanent storage of documents).
56
3. LLM Integration: Utilized the Gemini model for document processing. We dynamically created a prompt structure (which was already feeded/defined in a simple data structure) and sent the scraped document data along with this prompt to the Gemini LLM.
57
4. Compliance Check: The LLM's output was used to check for the existence of required documents/headers and basic identifier extraction.
58
3ef46a Melisha Dsouza 2025-12-16 07:03:33 59
#### **3. Phase 2: AI Pivot and Content Validation (Current Focus) **
7b9bc8 Shilpa 2025-12-02 08:00:04 60
3ef46a Melisha Dsouza 2025-12-16 07:03:33 61
- **Focus**: Implementing the RAG pipeline to achieve deep content intelligence.
62
- **What We Did:**
086086 Melisha Dsouza 2025-11-06 14:16:47 63
7b9bc8 Shilpa 2025-12-02 08:00:04 64
1. Implemented the RAG pipeline (LangChain, pgvector) for semantic search and content validation.
65
2. Integrated the Gemini and OpenAI LLM APIs to act as the core validation engine.
66
3. Established a robust data architecture using PostgreSQL/Sequelize and Redis for state and caching.
67
4. Implemented the Role-Based Access Control (RBAC) system.
3ef46a Melisha Dsouza 2025-12-16 07:03:33 68
69
>### **Contact Us**
70
71
**Team Channel:** https://chat.google.com/room/AAQAeGkUO64?cls=7
e631c7 Melisha Dsouza 2025-12-16 07:05:00 72
73
***
74
75
**Categories**: #teamfusion #ai-hackathon-2025