FORWARD DEPLOYED ENGINEERGUJARAT, IN → RELOCATING4 YRSOPEN TO WORK
Give me the vague version.
Briefs never arrive clean. Paste one the way it actually shows up and watch how I take it apart, then see what I've already shipped that looks like it.
// this is the job. the rest of the page is the evidence.
// yes, it actually runs. no, it won't judge your typos.
// output lands here: scope / architecture / plan / risks, plus the projects that prove it
Numbers with receipts.
// numbers without sources are just fonts. click one.
6 of 27.
Each one is written the same way on purpose: the problem as it arrived, what I actually did, what changed. If a line here can't be checked, it isn't here.
- 01FIFA Soccer DSYOLOv8ByteTrackDVCMLflowFastAPIARRIVED ASMatch footage and a question: can we track every player and turn it into tactics?WHAT I DIDDetection → multi-object tracking → tactical graph, wired as a 7-stage DVC pipeline with MLflow tracking and a FastAPI service.WHAT CHANGED22 fps end to end. Reproducible from raw video with one command.
- 02CAG Deep ResearchLangGraphLangChainOllamaGroqARRIVED ASResearch agents that confidently agree with themselves.WHAT I DIDPlanned a causal graph per question; paired adversary and supporter agents per edge; a judge rules and loops back through an auditor.WHAT CHANGEDEvery claim exits tagged VERIFIED, CONTESTED or UNVERIFIED, with the evidence.
- 03Stock Data PlatformKafkaAirflowTimescaleDBDashARRIVED ASTick data nobody could query and a dashboard everyone wanted.WHAT I DIDKafka ingestion, 18 Airflow DAGs, a TimescaleDB star schema, live candlesticks.WHAT CHANGEDReal-time multi-symbol OHLC from tick to chart; a warehouse a BI tool can join.
- 04WebMCP, on this siteTypeScriptNext.js 16WebMCPARRIVED ASCould a portfolio be read by a machine as easily as by a person?WHAT I DIDRegistered 8 tools on navigator.modelContext: search, résumé, skills, contact, experiments, theme, mode.WHAT CHANGEDAn agent in Chrome 146+ reads this site without scraping it.
- 05Biotech AcceleratorLangGraphProDyhttpxDockerARRIVED ASA week of tab-hopping across UniProt, PDB and ChEMBL for every hypothesis.WHAT I DIDA LangGraph pipeline that queries the databases, runs normal-mode analysis and writes a cited report.WHAT CHANGEDQuestion in, ranked candidates and citations out, in minutes.
- 06Nobel Data IntelligencePyTorch GeometricProDyRDKitTransformersARRIVED ASProtein stability prediction stuck on sequence alone.WHAT I DIDFused sequence (ProtT5), structure (graph) and a vibrational VDOS signal into one head.WHAT CHANGEDThe vibrational channel is the part that moves the number.
How I work,
with the project that taught me.
Principles are cheap. Each of these is attached to the place it cost me something.
OFF THE CLOCK · WCA
16.7 s
Personal best, official. Click to scramble, I promise I'm faster than this animation.
- 01
Boring parts first.
Ingestion, schema, tests. The clever layer only earns its place once the dull one holds.
← Stock Data Platform - 02
Make it re-runnable before making it better.
Seven DVC stages from raw video. If a result can't be reproduced it isn't a result.
← FIFA Soccer DS - 03
Argue with the model.
A supporter and an adversary per claim, then a judge. Agreement is not evidence.
← CAG Deep Research - 04
Publish the gap.
82.68% in the paper; 74.46% in the committed notebook. Both numbers are on the résumé.
← Diabetes stacking, IEEE 2021
The log.
Five roles, one habit: whichever part nobody wanted, I took it.
// git log --oneline, but for a person
- Summer 2025
Data Analyst · Elite Hotel Group
ETL in SQL + Python that cut manual prep 40%; occupancy and revenue dashboards; time-series demand forecasts for pricing.
- 2022-2024
Technical Consultant · Independent
Analytics and pipeline work for small businesses; A/B frameworks; reporting automation.
- Jan-May 2022
AI/ML Intern · Amnex
Credit-fraud ensemble with SMOTE, 94% precision; anomaly dashboards.
- Jun-Aug 2021
iOS App Development Intern · Cygnus SoftTech
CodeLock: AES-encrypted iOS privacy app on Core Data.
- May-Nov 2019
SWE Intern · Cactus Creatives Pvt. Ltd.
First-responder comms platform on Azure microservices; CI/CD cut deploys 60%.
Contact
ONE INBOX
jayhemnani992000Looking for forward-deployed and data-engineering roles. Senior software is on the table. Send the vague version, that's the point.