V //0% DECLASSIFIED

LOADING RECORDS ROOM…

Subject file cover — Varun Gupta

SUBJECT FILE V-2027
Surveillance still of Varun Gupta, subject V-2027
SUBJECT V-2027 — "VARUN GUPTA"

SUBJECT FILE V-2027 — VARUN GUPTA · Varun Gupta — ML Engineer portfolio

ML Engineer · TALENT DIVISION LEAK · REVISION 4

 Ahmedabad → Mumbai Sector
 
 
 June 2027
 
 
CLASSIFIEDVOUGHT INTERNAL
GPA
8.83/10
Hackathon Winner
4×
Students Managed (T&P Coordinator)
800+
CodeForces Rating · 50+ Problems
500+

ANALYST'S NOTE — INTERNAL MEMO 47-C

INTERNAL

Marketing insists Subject V-2027 is an ordinary candidate. Field evidence disagrees. Subject specializes in and exhibits inconsistent with baseline interns. He has — which Legal describes as 'the opposite of our business model.' Most concerning: while coordinating placements for 800+ students, he continues to ship. Recommend we stop calling this a candidacy and start calling it what it is: .

Margin notes read: who let him near the satellites? — does Edgar know about this?? — do NOT show Homelander the win record

Education

ACADEMIC RECORD · KEPT SEPARATE FOR FAST RECRUITER REVIEW

COLLEGE FILE · MUMBAI SECTOR

DJ Sanghvi College of Engineering

B.E. in Artificial Intelligence & Data Science

CGPA
8.83/10.0
Duration
Aug 2023 – June 2027
Location
Mumbai

SCHOOL FILE · AHMEDABAD SECTOR

Vedant International School, Ahmedabad

CBSE XII
86.8%
CBSE X
84.67%

Skills

COMPOUND V SERUM PANEL · “Subject's blood work came back… unusual.”

LANGUAGES:

Python
FIELD-TESTED
SQL (PostgreSQL, MySQL, DuckDB)
FIELD-TESTED

AI/ML & GENAI:

PyTorch
FIELD-TESTED
TensorFlow Lite
PRODUCTION
scikit-learn
FIELD-TESTED
Transformers
PRODUCTION
Hugging Face
PRODUCTION
FAISS
PRODUCTION
LangChain
FIELD-TESTED
LangGraph
FIELD-TESTED
LLM Orchestration
FIELD-TESTED

BACKEND & INFRA:

FastAPI
FIELD-TESTED
Docker
PRODUCTION
Redis
PRODUCTION
PostgreSQL
FIELD-TESTED
Git
FIELD-TESTED
Streamlit
FIELD-TESTED
React
PRODUCTION

⚠ ANOMALOUS READINGS — READING EXCEEDS INSTRUMENT RANGE

  • Agentic AI & Multi-Agent Systems
  • RAG Systems & Responsible AI
  • Edge ML, Anomaly Detection & Financial Data Engineering

* Subject was not administered Compound V. These results are natural. That's the concerning part.

Projects

STANDALONE PROJECT CASE FILES · INTERNSHIPS MOVED TO THEIR OWN SECTION

INCIDENT REPORT #001 — [COGNITIVE DIVISION]

Epistemic Debate Engine

“Subject makes AI argue with itself — and win.”

Six AI agents, each embodying a rival investment philosophy (EMH, Behavioral Economics, Reflexivity, Fundamental Analysis, Adaptive Markets, Global Macro), debate a stock in real time over WebSockets while a judge scores every argument.

INCIDENT REPORT #002 — [FINANCIAL DIVISION]

InvestGuard

“Subject watches money like it owes him something.”

An agentic data-quality intelligence system hunting anomalies across six financial domains — securities, trades, positions, prices, performance, client records — then triaging and routing them to the right humans automatically.

INCIDENT REPORT #003 — [INFRASTRUCTURE DIVISION]

On-Device KYC Pipeline

“Subject verifies identities without phoning home.”

A privacy-preserving, bank-grade identity pipeline where three deep-learning models run entirely on the phone — no biometric data ever touches a server.

Internship Records

PROFESSIONAL EXPERIENCE · SEPARATED FROM PROJECT CASE FILES

FIELD OP · Mar 2026 - Present · Remote

GJ Map Solutions

Python Developer Intern

INTERNSHIP

Geospatial ML pipelines

  • Fine-tuning U-Net on satellite imagery for land-use segmentation.
  • Integrating segmentation outputs into ArcGIS and QGIS for visualization and downstream analyst workflows.
  • Working on production-facing mapping workflows rather than a standalone portfolio project.
Professional record ↗

FIELD OP · Jun 2024 - Aug 2024 · Remote

VaultofCodes

Python Developer Intern

INTERNSHIP

Production fixes and automation

  • Fixed production bugs in team sprints.
  • Built automation scripts and utility tools to improve code quality and reliability.
  • Gained early production experience in collaborative development workflows.
Professional record ↗

Leadership & Activity Log

CAMPUS LEADERSHIP, MENTORING, AND CURRENT STATUS · NOT INTERNSHIPS

  1. MAY 2024-MAY 2026 — INFLUENCE OP

    Vice Chairperson, DJS NSDC -

    » Subject is building a network.

  2. AUG 2025-PRESENT — COMMAND OP

    Training & Placement Coordinator -

    » Subject organizes career outcomes for an army. Voluntarily.

  3. AUG 2025-MAY 2026 — RECRUITMENT OP

    Data Science Mentor, DJS Infomatrix -

    » Subject is creating more of himself. Escalate.

  4. PRESENT DAY — STATUS

    » File remains open.

Achievements & Certifications

ACHIEVEMENTS & CERTIFICATIONS · ALL INTERCEPTS SELF-AUTHORED FICTION, ALL FACTS REAL

[CHAT LOG] SOURCE: SEVEN TOWER SLACK (COMPROMISED)

INTERNAL THREAD — #talent-acquisition-warroom

ANALYST_7: He just won ANOTHER one. HackBuild + Tech Expo 2025 AND 2026. That's four.

ASHLEY: Four?? Sign him. Sign him before A-Train tweets about him.

ANALYST_7: Drafting the offer. Do we lead with the fruit basket or the NDA?

ASHLEY: BOTH. And keep The Deep away from the interview. I mean it.

FACT ON FILE: 4× Hackathon Winner — HackBuild, Tech Expo 2025, 2026

INTERCEPTED — SOURCE VERIFIED

[E-MAIL] FROM: records@vought.int · TO: office-of-s-edgar

FWD: CREDENTIAL VERIFICATION — KAGGLE

Verification complete. Certification 'Advanced Machine Learning — Kaggle' is authentic.

Mr. Edgar: recommend flagging file V-2027 accordingly. He did the coursework. All of it.

FACT ON FILE: Advanced Machine Learning — Kaggle

INTERCEPTED — SOURCE VERIFIED

[FAX] PAGES: 1 OF 1 · PRIORITY: ROUTINE (UPGRADED TO URGENT BY A. BARRETT)

FAX TRANSMISSION — CLOUD DIVISION

Subject holds AWS Academy Cloud Foundations — cloud computing & scalable infrastructure.

Translation for the 99th floor: he can make it scale, and he knows what it costs.

FACT ON FILE: AWS Academy Cloud Foundations — cloud computing & scalable infrastructure

INTERCEPTED — SOURCE VERIFIED

[SIGNAL] SIGNAL: CODEFORCES · VERDICT LOG (PARTIAL)

DECODED TRANSMISSION — COMPETITIVE PROGRAMMING UPLINK

…ACCEPTED · ACCEPTED · ACCEPTED · [48 more] …

RATING: 500+ · PROBLEMS SOLVED: 50+

ANALYSIS: Subject treats hard problems as a renewable resource.

FACT ON FILE: CodeForces 500+ rating — 50+ problems solved

INTERCEPTED — SOURCE VERIFIED

[CHAT LOG] SOURCE: FLATIRON SAFEHOUSE (ATTRIBUTION: W. BUTCHER, PROBABLE)

HOSTILE CHATTER — UNREGISTERED BURNER

BUTCHER: Oi. Your golden boy builds ID checks that never phone home. No server. No harvest. Nothing for you lot to sell.

BUTCHER: He's too good for Vought, son. We've got eyes on him too.

M.M.: Confirmed. Kid's clean. Disturbingly clean.

FACT ON FILE: On-device KYC — INT8, 75% smaller, <1% accuracy drop, zero biometric data leaves the phone

INTERCEPTED — SOURCE VERIFIED

Evidence Links

RECOVERED MEDIA · HOVER TO PLAY · CLICK TO FOLLOW THE EVIDENCE

EXHIBIT A — SOURCE CODE

Complete archive of subject's known engineering output.

github.com/Mister2005

EXHIBIT B — PROFESSIONAL RECORD

Subject's public-facing professional identity. Suspiciously consistent with this file.

linkedin.com/in/varun-yogesh-gupta

EXHIBIT C — LIVE SPECIMEN

Live demonstrations of recovered systems. Approach with curiosity.

demos via github.com/Mister2005

EXHIBIT D — FULL DOSSIER

The complete unredacted file, in civilian formatting (PDF).

DOWNLOAD FULL DOSSIER (PDF) ▸

● REC — RECORDS ROOM — SUB-LEVEL 3

THE FILE DROPS

● REC — VOUGHT TOWER — 99TH FLOOR

THE DEBATE

RECORDS ROOM — SUB-LEVEL 3 — RESTRICTED ACCESS

THE STANDOFF

You've stepped into the room where the file gets argued over. Three supes think the Subject is a brand risk. Four of them think he's the point. Choose a side.

● REC — VOUGHT TOWER · SUB-LEVEL 3 · CAMERA 7B · [REC]

Standoff roster: HOMELANDER (supe — arms crossed, absolutely certain the room is his); THE DEEP (supe — arms folded, already calculating the PR angle); A-TRAIN (supe — lightning crackling, ready to sprint at any moment); BUTCHER (team — steps in front of the others, plan already forming); HUGHIE (team — nervous but resolute, standing slightly behind Butcher); KIMIKO (team — says nothing, watches everything, moves first if it goes wrong); STARLIGHT (team — eyes glowing, standing firm between the two sides).

◆ SUPES
◆ THE BOYS

● REC — THE PANEL ROOM — CLASSIFIED

THE VERDICT

THE PANEL

THE TALENT REVIEW BOARD · VOUGHT TOWER, 99TH FLOOR · VERDICT PENDING

Review board: HOMELANDER (reviews THE WIN RECORD); BILLY BUTCHER (reviews COGNITIVE — Epistemic Debate Engine); STARLIGHT (reviews FINANCIAL — InvestGuard); THE DEEP (reviews INFRASTRUCTURE — On-Device KYC); KIMIKO (reviews INTERNSHIP — GJ Map Solutions). Unlock by declassifying the file, or use the override button.

SEALED — INSUFFICIENT V EXPOSURE (0%)

Keep declassifying the file above — or pull rank:

ESTABLISHING SECURE CHANNEL…

ENCRYPTION: THEATRICAL · DELIVERY: REAL · RESPONSE WINDOW: 24 HOURS

FALLBACK FREQUENCIES (NO JS REQUIRED):