prit@portfolio:~$ whoami

HELLO, WORLD. I'M

Prit
Panchal AI Engineer / Builder

Building LLM-powered automation,
RAG pipelines, and Python backends.

Generative AI · Multi-agent systems · Python

Vadodara, India·Building with purpose.

system_info.sh

❯ neofetch

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prit@portfolio──────────────────

Role AI Engineer

Focus Generative AI

Lang Python

Shell Curiosity

Editor VS Code

Location India 🇮🇳

# currently building

◆ LLM-powered automation

◆ Reliable Python backends

❯always learning, always shipping.

01❯ cat about.md

Engineering intelligence.

A little context behind the commands.

I'm Prit, an AI Engineer who enjoys taking an idea from “what if” to a working system. I build LLM-powered automation and Python backends, with a focus on making the pieces work together.

At Navaera Software Services, I work on compliance-focused AI: combining deterministic transaction analysis with structured LLM narration. My approach is simple — let code handle the numbers, and give the model grounded evidence to work with.

Outside that work, I'm building Casey, a multi-agent task automation system with coordinated tools and sandbox execution.

Ground the output. Isolate the execution.
Build something that actually works.

impact.yaml INTERNAL TESTING

~5min

STR narration time
versus hours previously

5,000

transactions supported
per compliance case

rule-based detectors
deterministic Python logic

Observed in an internally tested AML/FINTRAC narration pipeline.

02❯ ls -la projects/

Selected AI & ML projects.

From coordinated agents to grounded answers. Things I've built.

03❯ git log --oneline

AI engineering experience.

Learning by building, growing through real-world problems.

APR 2026 — PRESENTHEADa1e2026

Emerging System Engineer

AI Engineer

Navaera Software Services

Designed an AML/FINTRAC STR narration pipeline in internal testing, with observed narration time of approximately 5 minutes and support for up to 5,000 transactions per case.
Built 14 deterministic transaction-pattern detectors for structuring, layering, velocity anomalies, and FX discrepancies.
Separated calculations and evidence extraction from LLM narration, integrating locally hosted Qwen3-14B via vLLM with Pydantic-validated JSON and guided decoding.

PythonQwen3-14BvLLMPydantic

JAN 2026 — APR 2026b7f2026

AI Engineer Intern

Navaera Software Services

Contributed to compliance-focused AI engineering initiatives and transitioned into a full-time engineering role.

AI EngineeringCompliance

JUN 2025 — JUL 2025c3d2025

Machine Learning & Power BI Intern

Edunet Foundation · SAP-supported

Developed an interactive HR analytics dashboard with attrition, salary, and workforce KPIs in Power BI.
Built a used-car price prediction app using Random Forest, FastAPI, and a React/Tailwind frontend.

scikit-learnPower BIFastAPIReact

EDUCATION / 2022–2026

B.E. Information Technology

SVIT, Vasad

8.46/10CGPA

04❯ cat stack.json

Technical skills & AI stack.

The technologies I use to turn ideas into systems.

Languages

"languages": [

PythonSQLJavaScript

]

Generative AI

"generative_ai": [

LangChainLangGraphRAGQdrantPrompt engineeringStructured outputPydanticMCP concepts

]

LLM infrastructure

"infrastructure": [

vLLMQwenHugging FaceOllamaLM StudioDocker

]

ML & backend

"ml_backend": [

PyTorchscikit-learnspaCyFastAPIREST APIsGitReact.jsPower BI

]

✓ Always adding to the stack. Curiosity is a dependency.

05❯ ./contact.sh

Let's build something.

Have an interesting problem, a project, or an idea? Let's talk.

pprit2504@gmail.com

+91 9313975183Vadodara, India

Say hello

# a good conversation starts here

def start_something():

idea = "your next big thing"

return collaborate(idea)

❯

Prit
Panchal AI Engineer / Builder

Engineering intelligence.

Selected AI & ML projects.

Casey

Document intelligence

Reading the real world

Predicting the next ride

AI engineering experience.

Emerging System Engineer

AI Engineer Intern

Machine Learning & Power BI Intern

B.E. Information Technology

Technical skills & AI stack.

Languages

Generative AI

LLM infrastructure

ML & backend

Let's build something.

PritPanchal_❯ AI Engineer / Builder

Engineering intelligence.

Selected AI & ML projects.

Casey

Document intelligence

Reading the real world

Predicting the next ride

AI engineering experience.

Emerging System Engineer

AI Engineer Intern

Machine Learning & Power BI Intern

B.E. Information Technology

Technical skills & AI stack.

Languages

Generative AI

LLM infrastructure

ML & backend

Let's build something.

Prit
Panchal AI Engineer / Builder