New Delhi, India

David Jeremie Anand

Applied AI / Agentic Systems / Data and Workflow Solutions

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The short version

I make vague systems measurable.

Two years at Genpact turning tangled operations into numbers you could act on — then bringing the same discipline to AI, where almost nobody measures anything. I build agentic RAG, multi-agent reasoning and LLM evaluation, each backed by tests and CI, and I’m currently pursuing a PGP in Applied AI and Agentic Systems at Masters’ Union.

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Faster turnaround
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Fewer defects
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Productivity uplift
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Less reporting effort

Selected work

Things I built, and why they exist.

01

PromptDrift — prompt regression testing

Python · asyncio · pytest · GitHub Actions

You tweak a prompt to fix one bad case, it works, you ship it — and three other cases broke silently. PromptDrift snapshots prompt behaviour into a committed baseline and fails CI when a change makes things worse.

It refuses to answer “is this prompt good?”, which is unanswerable, and answers “is it worse than yesterday?” — the question that actually blocks a merge. Cheap deterministic checks run first and short-circuit the paid LLM-as-judge calls.

157-test CI Python 3.10–3.13 Runs fully offline
View repository
02

Synapse — agentic RAG assistant

Python · FastAPI · FAISS · Ollama/Groq

A hybrid retrieval pipeline — BM25 and FAISS fused through Reciprocal Rank Fusion with LLM listwise reranking — feeding a four-stage agent loop of planner, retriever, synthesizer and critic.

The critic is the interesting part: it grounds every answer in retrieved evidence and flags its own unsupported claims. Shipped with an observability UI and an eval harness scoring retrieval and faithfulness.

31-test CI Deployed on Render Eval harness
View repository
03

Ledgr — AI finance manager

Python · Flask · SQLite · Docker

A full-stack finance tracker with dashboards, budgets and CSV import/export, plus AI transaction categorisation using concurrent LLM calls with a keyword fallback that keeps working with no network at all.

Its assistant calls tools to query real transaction data rather than trusting an LLM to do arithmetic — the difference between a demo and something you’d let near your own money.

58-test CI Dockerised Tool-calling
View repository
04

Wireless Temperature Detection — HackRF One

SDR · RF and wireless systems

An RF prototype that pulls remotely transmitted temperature signals out of the air and decodes them — the full software-defined radio chain of capture, filtering, demodulation and decoding, validated against a reference sensor.

The waterfall behind the title of this page is a spectrogram, the display this project lives in. It seemed a fitting thing to open with.

Signal analysis Anomaly detection

Experience

Two years inside the machine.

2024 — 2026

Genpact

Associate and Subject Matter Expert — Operations · New Delhi
  • Analysed high-volume workflows and drove process redesign, contributing to an 18% reduction in turnaround time.
  • Ran structured root-cause analysis of recurring defects and SLA deviations, contributing to a 30% reduction in operational defects.
  • Automated management reporting in Excel and Power BI, cutting recurring effort by 25%.
  • Partnered with Risk, Compliance and Quality on controls and workflow improvements, contributing to a 22% productivity uplift.
  • Documented process gaps, tracked issues through Buganizer and validated corrective actions.

Internships

Where I learned the fundamentals.

Jul — Aug 2023

Bhagwan Parshuram Institute of Technology, GGSIPU

Data Analytics Intern · New Delhi

Analysed institutional datasets in Python and Excel, building KPI dashboards and automated reports that cut repetitive manual effort by 25%.

Jul — Sep 2022

Defence Research and Development Organisation

Research and Development Intern · India

Supported development, validation and signal analysis of an embedded wireless sensing prototype, improving reliability and reducing errors.

Sep — Oct 2020

AGIXURY

Web Development Intern · Remote

Built responsive interfaces from business requirements and improved usability across desktop and mobile.

Education

Electronics, then AI.

2026 —

Masters’ Union

PGP in Applied AI and Agentic Systems · Gurugram
2020 — 2024

B.Tech, Electronics and Communication Engineering

Bhagwan Parshuram Institute of Technology, GGSIPU · CGPA 8.53 / 10
2018 — 2020

Faith Academy Senior Secondary School, CBSE

Class XII 92.8% · Class X 94.2% · New Delhi

Toolkit

What I reach for.

Programming
Python, SQL, FastAPI, Flask, data analysis and cleaning, exploratory analysis
Applied AI
Machine learning, generative AI, agentic AI, large language models, prompt engineering, Retrieval-Augmented Generation
Systems & cloud
Vector databases (FAISS), LLMOps, GenAIOps, Microsoft Azure AI, Snowflake, model APIs
Tooling
Power BI, Tableau, Advanced Excel, Git, GitHub Actions, Docker, pytest
Delivery
Root-cause analysis, stakeholder communication, process improvement, workflow optimisation

Get in touch

Building something that needs measuring?

I’m looking for applied AI and forward-deployed engineering roles — the kind where you sit with the actual workflow before deciding what to build.