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Jaya Singh

AI Developer Intern at Knowforth Tech LLP | RAG Pipelines, LLMs & AI Agents

Pune City

1+ year of work experience

Knowforth Tech LLP
Jan 20266 mosPresent

Remote

Engineered production-ready RAG pipelines utilizing FAISS and BM25 hybrid search, increasing document retrieval accuracy by 90% for multi-format extraction (PDF, Excel, CAD, DOCX). Architected an Engineering Conflict Detection Engine to cross-reference BOQ quantities against CAD annotations and PDF specifications, reducing manual review time by 15 hours per week and automatically flagging mismatches. Developed a privacy-first Local Enterprise AI App using Ollama (Llama 3), ChromaDB, and faster-whisper, achieving <2000ms latency for CPU-based RAG with STT/TTS capabilities. Built a cost estimation engine featuring fuzzy matching and dimensional safety shields, automating PDF quotation generation using fpdf2 and accelerating the quoting process by 85%.
Avance Globaltech
Dec 20245 mosApr 2025

Validated backend APIs for functionality, performance, and edge-case handling using Postman, ensuring a 100% resolution rate prior to production release. Collaborated with frontend teams to guarantee seamless integration of RESTful services, improving data consistency and reducing post-launch integration bugs by 40%.
Avance Globaltech
Jun 20242 mosJul 2024

Built RESTful APIs and backend services using Spring Boot and MySQL; implemented secure data handling and efficient database querying, handling 500+ concurrent requests. Designed scalable backend architectures within a cross-functional team to support high-concurrency event booking workflows.

Education

Rao Birender Singh State Institute of Engineering and Technology,  Zainabad, Rewari

Bachelor of Technology, Computer Engineering

Rao Birender Singh State Institute of Engineering and Technology, Zainabad, Rewari

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Headline

AI Developer Intern at Knowforth Tech LLP | RAG Pipelines, LLMs & AI Agents

About

AI Developer and Computer Science &amp; Engineering graduate specializing in building production-grade intelligence systems using Python, FastAPI, and robust databases (PostgreSQL, MySQL). Currently developing high-accuracy RAG pipelines and automated conflict detection engines at Knowforth Tech LLP. Proven ability to leverage modern frameworks to bridge the gap between raw data and actionable insights, driving innovation in scalable AI architectures.

Location

Pune City

Work experience

Artificial Intelligence Intern at Knowforth Tech LLP, Jan 2026 - Present · 6 mos, Remote, Engineered production-ready RAG pipelines utilizing FAISS and BM25 hybrid search, increasing document retrieval accuracy by 90% for multi-format extraction (PDF, Excel, CAD, DOCX). Architected an Engineering Conflict Detection Engine to cross-reference BOQ quantities against CAD annotations and PDF specifications, reducing manual review time by 15 hours per week and automatically flagging mismatches. Developed a privacy-first Local Enterprise AI App using Ollama (Llama 3), ChromaDB, and faster-whisper, achieving <2000ms latency for CPU-based RAG with STT/TTS capabilities. Built a cost estimation engine featuring fuzzy matching and dimensional safety shields, automating PDF quotation generation using fpdf2 and accelerating the quoting process by 85%.

Testing Specialist at Avance Globaltech, Dec 2024 - Apr 2025 · 5 mos, Validated backend APIs for functionality, performance, and edge-case handling using Postman, ensuring a 100% resolution rate prior to production release. Collaborated with frontend teams to guarantee seamless integration of RESTful services, improving data consistency and reducing post-launch integration bugs by 40%.

Java Software Engineer at Avance Globaltech, Jun 2024 - Jul 2024 · 2 mos, Built RESTful APIs and backend services using Spring Boot and MySQL; implemented secure data handling and efficient database querying, handling 500+ concurrent requests. Designed scalable backend architectures within a cross-functional team to support high-concurrency event booking workflows.

Education

Bachelor of Technology, Computer Engineering, Rao Birender Singh State Institute of Engineering and Technology, Zainabad, Rewari

Jaya Singh - Artificial Intelligence Intern in Pune City | Tal