Wanted since 2026 Currently open to remote AI/ML roles Building agentic systems VIT Vellore, Class of 2023 Wanted since 2026 Currently open to remote AI/ML roles Building agentic systems since 2024 VIT Vellore, Class of 2023
Research Work Stack Experience Hire Me
Bhaktapur / Bagmati / Nepal The Systems Edition Est. 2026

The Portfolio Times

The Build Log of a Software Engineer
Vol. II Selected Works & Notes Price: One Cup of Coffee
Front Page Filed under: Open Investigations
Case No. 27 — Findings Published

A AI/ML engineer who builds agents that actually ship.

Pranjal is wanted for orchestrating autonomous AI systems and full-stack architectures end to end. Authorities report the suspect was last seen deploying high-impact neural pipelines while actively remaining on the run for remote AI/ML engineering roles.

Field intelligence reveals a habitual pattern of converting complex research papers into production-ready web APIs, autonomous multi-agent workflows, and scalable backends. Investigators urge engineering teams to approach with competitive remote opportunities before another offer claims the subject.

Bystanders describe the suspect as armed with strong coffee, dangerously clicky keyboard, and an unyielding refusal to leave a bug unresolved overnight. Approach with caution.

By The Portfolio Times · Reporting from Bhaktapur, between coursework and production deploys
Read the work →
Portrait of Pranjal
Pictured: the subject, mid-deploy.

He likes the whole pipeline from a LangGraph node diagram on paper to a webhook firing in production.

2027
Graduating Class
Vellore
VIT · CSE
Remote
Open to relocate
Agentic AI
Primary focus
The Laboratory

Research & Papers

Manuscripts & Publications
Active Investigations
Pathogen Detection Plate Images Screenshot
Paper I
recovered from github
Paper I · Computer Vision & Deep Learning
Ongoing Research

Comparative Evaluation of CNN and Vision Transformer Architectures for Waterborne Pathogen Detection from Plate Images

Evaluating plate images of 4 waterborne pathogens E. coli, K. pneumoniae, P. aeruginosa and S. aureus with CNN models (ResNet and EfficientNet) and Vision Transformer models (Swin T and ConvNeXt). Finding their model perfoemances and evaluating robustness and generalization capabilities across different datasets and conditions. This will be converted into a usable product after the paper is published.

Vision TransformersCNNPyTorchComputer Vision
In Preparation Open case file →
The Evidence

Selected Works

Exhibits A – D
Entered 2023 – Now
FluxApply Screenshot
Exhibit A
recovered from fluxapply.me
Exhibit A · Saas
Founder Project

FluxApply

AI-powered web app that tailors resumes and cover letters to job descriptions in seconds, built with FastAPI, LangGraph, PostgreSQL and Next.js. Focus is solely on the anti fabrication mechanism implemented. Designed an 8-node LLM pipeline with ID-based fact matching to rewrite only relevant resume content, integrated Google OAuth, AWS S3 storage, and Razorpay billing for a production-ready SaaS product.

Next.jsFastAPILangGraphPostgreSQLRailwayAWS S3
2026 July Open case file →
MCP ReAct Agent Chatbot Screenshot
Exhibit B
recovered from open source build
Exhibit B · Research
Open source Project

MCP ReAct Agent Chatbot

Built a ReAct agent loop in LangGraph with conditional tool-calling edges across web search, filesystem, GitHub, and Gmail via MCP. Persisted multi-turn conversation history via async SQLite checkpointer; Streamlit frontend with live streaming and tool-status indicators.

LangGraphMCPStreamlitLangSmithPostgreSQL
2026 June Open case file →
SmallLLM Pathology Model Screenshot
Exhibit C
recovered from open source build
Exhibit C · Research
Personal Project

SmallLLM – Pathology Language Model

Built a GPT-2 style decoder-only transformer in PyTorch (10.8M and 25M params) with self-attention, residual connections, and layer norm from scratch. Curated 52M characters from 13 pathology textbooks, cleaned OCR artifacts, and published dataset on HuggingFace (with 59 public downloads). Achieved val loss 0.8794 on the 25M model.

PyTorchLLMTransformersHuggingFaceNLP
2026 June Open case file →
Credit Card Fraud Detection Screenshot
Exhibit D
recovered from open source build
Exhibit D · Machine Learning
Personal Project

Credit Card Fraud Detection

Built a stacked ensemble (Random Forest, XGBoost, LightGBM, Logistic Regression) on highly imbalanced data using class weighting and undersampling. Achieved F1 of 0.85 (Precision: 0.92, Recall: 0.79) after threshold tuning; deployed as a FastAPI endpoint on Render.

XGBoostLightGBMFastAPIScikit-LearnRender
2026 March Open case file →
Forensics

The Lab Report

Substances detected on the subject,
as of this edition
Category Code Substances (Tools & Tech) Finding
Languages LANG Python · SQL · JavaScript Primary tool
Agentic AI Frameworks AG-AI LangChain · LangGraph · LangSmith · MCP Core Focus
ML / Deep Learning ML-DL PyTorch · scikit-learn · XGBoost · LightGBM Core Focus
Web Development WEB FastAPI · Django · Next.js · Streamlit · Tailwind Primary tool
Data Tools DATA Pandas · NumPy · Matplotlib · Seaborn Comfortable
Databases DB PostgreSQL · MongoDB · SQLite Comfortable
Deployment DEPL Railway · Render · Vercel · AWS S3 Comfortable
Developer Tools DEV Git · Docker · Linux · Google Colab · Kaggle · Google OAuth Comfortable
Findings are illustrative — what he reaches for day to day, not a ranking.
Known Whereabouts

The Career Ledger

Movements on record since 2023
2023 — 2027

B.Tech, Computer Science & Engineering

VIT Vellore
Coursework spanning compiler design, cryptography, and reinforcement learning, alongside independent work on agentic systems and embedded hardware.
2025 - Now

Independent Research

Agentic Systems, Deep learning systems & RL
Built LLM orchestration tools, deep learning systems, computer vision systems and reinforcement-learning simulations outside of coursework.
Submit a Tip

Letters & Commissions

The desk is open — 2026

Put it in writing

An internship, a role, or a good question about agentic systems send it through and he'll get back to you.

Usually replies within 24 hours
Direct line
sapkotapranjal25@gmail.com
For internships, contract work, and agentic-systems talk.
The desk (Current location)
Vellore, India
IST · open to remote work worldwide.
Availability
Open to internships
Finishing coursework at VIT actively looking for remote AI/ML roles.
Download Resume