P1 STATUS

SAI PRATHEK
KOTHA

Team Principal of My Own Career

Building things. Breaking things. Occasionally documenting them.
Initiate Launch Sequence Contact Pit Wall download Technical Dossier
CHAMPIONSHIP POINTS
9.25 GPA
trending_up Target Optimized
PIT EFFICIENCY
80+ HRS
Saved / Sprint
settings_input_antenna
Team Radio: ACTIVE
"Leave me alone, I know what I'm doing"

Driver: KOTHA, S.

Circuit: GLOBAL_INTEL

RADIO_COMM_01
F1 Dashboard Telemetry
Sector 1: PURPLE
CONFIDENTIAL

SAI PRATHEK
KOTHA

Digital Branch Manager

Today's objective: appear busy while building things that matter
View My Memos The Breakroom download Personnel File
Performance Review
9.25 GPA
stars Exceeds Expectations
Productivity Score
80+ HRS
Saved / Sprint
emoji_events
Internal Memo: ACTIVE
"Would I rather be feared or loved? Both. I want people to be afraid of how much they love me."

From: KOTHA, S.

Dept: ENGINEERING

MEMO_001
Modern office workspace
Floor 3: CORNER OFFICE
AERODYNAMIC INTELLIGENCE  •  DATA PRECISION  •  ENGINEERING EXCELLENCE  •  ELITE PERFORMANCE  •  AERODYNAMIC INTELLIGENCE  •  DATA PRECISION  •  ENGINEERING EXCELLENCE  •  ELITE PERFORMANCE  • 
BEARS BEETS BATTLESTAR GALACTICA  •  THAT'S WHAT SHE SAID  •  WORLD'S BEST BOSS  •  ASSISTANT TO THE REGIONAL MANAGER  •  BEARS BEETS BATTLESTAR GALACTICA  •  THAT'S WHAT SHE SAID  •  WORLD'S BEST BOSS  •  ASSISTANT TO THE REGIONAL MANAGER  • 
Data Link // Active

The Debrief

Latest transmissions from the data link

Full Race Transcript arrow_forward
Internal Comms // All Staff

Bulletin Board

Please read before asking Abhishek

View All Memos arrow_forward
System Status: Active Session: R&D Garage

The Garage

Accessing experimental builds and high-performance engineering components. Proceed with technical caution.

Internal Memos

Project Memos

Project ID: APX-01

MIRA

Multi-Intelligence Response Agent

Accuracy 99.4%
Latency 12ms

Fine-tuned Meta-LLaMA-3.1-8B on 8.4M+ tokens from therapist–patient conversations using Unsloth AI. Deployed on Hugging Face for open community access and research in AI-driven mental health support.

LLaMA 3.1Fine-tuningNLPHugging FaceMental Health AI
rocket_launch Launch MIRA
MIRA Mental Health App
Project ID: APX-02

SQL Runner

Natural Language → SQL → Dashboard

HRS/WK Saved 80+
Teams Adopted 3

Text-to-SQL-to-Dashboard system adopted across 3 business teams at State Street. Reduced reporting time from 1–2 days to minutes. Internally deployed — research paper available.

PythonSQLAzureSnowflakeLLM
article View Research Paper
// Live Query Preview
SELECT analyst, report_type,
    COUNT(*) AS queries_run
FROM alpha_copilot_logs
WHERE week = 'current'
GROUP BY analyst
ORDER BY queries_run DESC;

-- 80+ users · 3 teams · ~2 days saved/week
Project ID: APX-03

OSINT Hub

K2K Discovery — Credential & Threat Intelligence

Throughput 1.4 TB
Pattern ID 0.8s

Real-time aggregation of Qualys, Shodan, DeHashed, HIBP, and internal logs into actionable security insights. Includes anomaly detection for adversarial ML risks and IAM posture assessments mapped to MITRE ATT&CK.

OSINTMITRE ATT&CKPythonIAMAnomaly Detection
lock Request Access
K2K OSINT Dashboard
Project ID: APX-04

Doc Intel

Financial Document Extraction Engine

Accuracy 85%
HRS/WK Freed 50+

Azure Document Intelligence platform processing US financial documents — invoices, K-1 forms, financial statements. Eliminated 50+ hours per week of manual extraction. Achieved 85% accuracy on complex tabular data.

Azure Document IntelligencePythonOCRGPTFinancial AI
lock Internal — State Street
// Extraction Output
invoice.vendor = "Acme Corp"
invoice.amount = 142500.00
k1_form.entity = "SSB LP"
k1_form.income = 38200.00
✓ accuracy: 85%
✓ processing_time: 4.2s
Project ID: APX-05

Ent. GPT

Internal Knowledge Assistant

Model GPT-3.5
Platform Azure

Fine-tuned GPT-3.5 on Azure integrated with State Street's enterprise knowledge base. Enables teams to search project information conversationally — replacing manual document hunting with instant, contextual answers.

GPT-3.5Azure OpenAIFine-tuningRAGEnterprise AI
lock Internal — State Street
// Query Interface
> "What's the status of Alpha Copilot?"
Alpha Copilot is in production. Last updated 2024-11-14. Owner: Automation team. 80+ users across Credit, Risk, and Ops.
> "Who owns the Snowflake migration?"
Snowflake migration lead: Data Engineering. Target completion: Q1 2025. Blockers: none.
Project ID: APX-06

VoiceCmd

Real-time Speech Recognition Engine

Accuracy 92%
Latency <100ms

TensorFlow/Keras deep learning model trained on 4,000 samples from Google's Mini Speech Commands dataset. Integrated into a real-time Pygame application with <100ms command recognition latency.

TensorFlowKerasSpeech RecognitionPythonPygame
code View on GitHub
// Model Training Log
Epoch 18/20
loss: 0.0821 · acc: 91.8%
Epoch 20/20
loss: 0.0743 · acc: 92.3%
Commands: up · down · left · right · stop · go
▶ LIVE: "left" → P1 TURNS
Case File: DM-01

Project MIRA

The Therapist Nobody Hired (But Everyone Needs)

Empathy Score 99.4%
Response 12ms

Fine-tuned Meta-LLaMA-3.1-8B on 8.4M+ tokens from real therapist–patient conversations. Open-sourced on Hugging Face for community research in AI-driven mental health support.

LLaMA 3.1Fine-tuningNLPHugging Face
rocket_launch Launch MIRA
MIRA Mental Health App
Case File: DM-02

The Auditor

Spreadsheets, But Make It AI

HRS/WK Saved 80+
Teams Adopted 3

Text-to-SQL-to-Dashboard system deployed across 3 business teams at State Street. Reduced reporting time from 1–2 days to minutes, serving 80+ analysts. Internally deployed — research paper available.

PythonSQLAzureSnowflakeLLM
article View Research Paper
// Quarterly Report Query
SELECT dept, SUM(hours_saved)
FROM alpha_copilot_logs
WHERE week = 'current'
GROUP BY dept;

-- 80 hrs saved/week · 3 teams
Case File: DM-03

Echo Command

K2K Discovery — The Surveillance Network Dwight Approved

Throughput 1.4 TB
Pattern ID 0.8s

Real-time aggregation of Qualys, Shodan, DeHashed, HIBP, and internal logs into actionable security insights. Anomaly detection for adversarial ML risks and IAM posture mapped to MITRE ATT&CK.

OSINTMITRE ATT&CKPythonIAM
lock Request Access
K2K OSINT Dashboard
Case File: DM-04

The Archivist

The Filing System That Actually Works

Accuracy 85%
HRS/WK Freed 50+

Azure Document Intelligence platform extracting structured data from US financial documents — invoices, K-1 forms, financial statements. Freed 50+ hours per week of manual data entry. 85% accuracy on complex tabular forms.

Azure Document IntelligencePythonOCRGPTFinancial AI
lock Internal — State Street
// Extraction Output
invoice.vendor = "Acme Corp"
invoice.amount = 142500.00
k1_form.entity = "SSB LP"
✓ accuracy: 85%
Case File: DM-05

The Oracle

The Assistant Who Actually Read the Handbook

Model GPT-3.5
Platform Azure

Fine-tuned GPT-3.5 on Azure integrated with State Street's enterprise knowledge base. Enables teams to search project information conversationally — replacing manual document hunting with instant, contextual answers.

GPT-3.5Azure OpenAIFine-tuningRAGEnterprise AI
lock Internal — State Street
// Query Interface
> "What's the status of Alpha Copilot?"
Alpha Copilot is in production. 80+ users across Credit, Risk, and Ops.
> "Who owns the Snowflake migration?"
Data Engineering. Target: Q1 2025. Blockers: none.
Case File: DM-06

The Dispatcher

Talking to Computers (It Works)

Accuracy 92%
Latency <100ms

TensorFlow/Keras model trained on 4,000 samples from Google's Speech Commands dataset. Integrated into a real-time Pygame application. 92% classification accuracy with sub-100ms command recognition.

TensorFlowKerasSpeech RecognitionPythonPygame
code View on GitHub
// Model Training Log
Epoch 18/20
loss: 0.0821 · acc: 91.8%
Epoch 20/20
loss: 0.0743 · acc: 92.3%
▶ LIVE: "left" → P1 TURNS

Radio Check

Live Feed // Unfiltered
radio
D. RICCIARDO

"The OSINT Dashboard is great, but can it find me a decent flat white in Baku? The latency is low, but my caffeine level is lower."

radio
M. VERSTAPPEN

"MIRA keeps telling me to slow down in the pit lane. Tell her it's not 'unsafe', it's 'optimal rotation'. Also, fix the UI, too much red."

radio
L. HAMILTON

"Guys, the SQL Runner is insane. It just translated 'The tires are gone' into a 400-page dissertation on rubber degradation. Efficient."

coffee

Water Cooler Talk

Overheard in the Breakroom
person
Michael Scott Re: Project MIRA

"I tried MIRA for therapy. She told me my management style was 'concerning but entertaining.' Best performance review I've ever gotten."

psychology
Dwight Schrute Re: The Auditor

"Sai built a system that turns English into SQL. I asked it 'Who is the best salesman?' It returned one row. Me. Obviously."

sentiment_satisfied
Jim Halpert Re: Echo Command

"The OSINT dashboard knows everything about everyone. It's like having Ryan's browser history, but actually useful."

Telemetry Stream / LIVE

The Pit Wall

SESSION: CAREER_MODE_V2.0
STATUS: OPTIMAL PERFORMANCE

Personnel Records

The Annex

STATE STREET

2023 — 2024 / SENIOR ASSOCIATE

P01
SYSTEM ARCHITECTURE98.2%
FINANCIAL PROTOCOLS94.5%

Podium Finishes

  • workspace_premiumBuilt Text-to-SQL saving 80+ hrs/week
  • workspace_premiumLed team to 7th in Int'l AI Hackathon

Infosec K2K

2025 — PRESENT / DATA SCIENTIST

P02
THREAT NEUTRALIZATION91.0%
PENTESTING88.3%

Podium Finishes

  • workspace_premiumBuilt IAM posture assessment + OSINT
  • workspace_premiumAnomaly detection modules for security
radio

Engineer Radio

"Multi-21, Sai. Multi-21."

Race Engineer // LAP 42

"In-in-in-in-in! Box this lap for softs."

Pit Wall // LAP 56

"Leave me to it. I know what I'm doing."

Lead Driver // LAP 12

State Street

2023 — 2024 / SENIOR ASSOCIATE

emoji_events
PRODUCTIVITY95%
TEAM SPIRIT90%

Dundie Nominations

  • emoji_eventsText-to-SQL saving 80+ hrs/week
  • emoji_events7th in Int'l AI Hackathon

Infosec K2K

2025 — PRESENT / DATA SCIENTIST

stars
THREAT INTEL91%
SURVEILLANCE88%

Dundie Nominations

  • emoji_eventsIAM posture assessment + OSINT
  • emoji_eventsAnomaly detection modules
coffee

Breakroom Chatter

"I declare... BANKRUPTCY! I mean, DEPLOYMENT!"

Michael // Monday

"Identity theft is not a joke, Jim. That's why we built OSINT."

Dwight // Tuesday

"I'm not superstitious. But I am a little stitious about prod deploys."

Michael // Friday
Systems Diagnostic // Full Scan

Telemetry Dashboard

Languages
Python C SQL
AI / ML
Generative AI LLMs NLP Computer Vision RAG Prompt Engineering
Frameworks
PyTorch Scikit-Learn LangChain MLflow Streamlit FastAPI
Infrastructure
Azure Docker REST APIs Git/GitHub
Databases
MySQL PostgreSQL Snowflake
Security
Cybersecurity OSINT IAM MITRE ATT&CK
Annual Review // Skills Assessment

Performance Metrics

Languages
Python C SQL
AI / ML
Generative AI LLMs NLP Computer Vision RAG Prompt Engineering
Frameworks
PyTorch Scikit-Learn LangChain MLflow Streamlit FastAPI
Infrastructure
Azure Docker REST APIs Git/GitHub
Databases
MySQL PostgreSQL Snowflake
Security
Cybersecurity OSINT IAM MITRE ATT&CK
Team Radio // Encrypted Channel
LAP 00/15
"Click to intercept team radio..."

Driver: KOTHA, S.

Circuit: STANDBY

RADIO_STANDBY

touch_app Click the radio to intercept transmissions

Suggestion Box

Click below to open a suggestion...

-- Anonymous

Anonymous submissions from the Scranton branch

Confidential // FIA Technical Dept.

Technical
Regulations

Article 3.2.1: All research components must adhere to the 2024 chassis structural integrity guidelines.

Archive Filters

Notice to Competitors

Any unauthorized use of AI for wind-tunnel simulation mapping must be declared before Friday's FP1 session.

Approved
Neural Network
TD/004/24 PUBLISHED: 12.04.24

An Experimental Study on Denoising the Images with Autoencoders

ICCCE 2024 — Advanced manifold learning techniques using autoencoders to isolate and remove stochastic noise from high-resolution industrial captures.

Read on Springer
Restricted
SQL Code
TD/007/24 PUBLISHED: 02.05.24

T2I-RISE: A Comprehensive Approach with Conversational Context and Feedback Systems

IEEE BigData 2024 — Architectural breakdown of adversarial robustness in latent diffusion models. The RISE framework for real-time attribution analysis.

Read on IEEE Xplore
gavel

Steward's Inquiry: Research Quality Audit

Case Reference: FIA-2024-X4
"The submission regarding 'Optimized Tea Brewing for Pit Crew Alertness' was reviewed by the technical delegate. While the thermodynamics of the kettle are impressive, we fail to see how this contributes to the aerodynamic load of the front wing."
Verdict: Re-lap Required

PENALTY: Authors must spend 48 hours in the wind tunnel simulating the drag coefficient of a sandwich.

HR Dept. // Eyes Only

The Filing
Cabinet

All published memos must be filed in triplicate and approved by regional management.

Filing Categories

description Memo from HR

All employees are reminded that publishing research papers does not count as "personal time." Please file them under professional development.

APPROVED
Neural Network
FILE/001/24 FILED: 2024

An Experimental Study on Denoising the Images with Autoencoders

ICCCE 2024 — Advanced manifold learning techniques using autoencoders for noise isolation in high-resolution captures.

Read on Springer
TOP SECRET
SQL Code
FILE/002/24 FILED: 2024

T2I-RISE: A Comprehensive Approach with Conversational Context and Feedback Systems

IEEE BigData 2024 — Adversarial robustness in latent diffusion models. The RISE framework for real-time attribution.

Read on IEEE Xplore
description

HR Investigation: Research Quality Audit

Case #: HR-2024-TOBY
"The submission regarding 'Optimized Tea Brewing for Break Room Alertness' was reviewed by management. While the thermodynamics of the kettle are impressive, Toby has flagged it as 'not work-related'."
Verdict: More Research Needed

PENALTY: Mandatory pizza party attendance for 3 Fridays.

speed Pit Lane — 80 km/h limit
phone_in_talk Please hold, transferring your call...
Hospitality Suite // Access Granted

THE PADDOCK

Step into our high-performance environment. Whether you're looking for technical collaboration or a strategic partnership, our engineering team is ready to optimize your trajectory.

Current Latency
0.0042ms
Break Room // Open Door Policy

THE BREAKROOM

My door is always open. Unless it's closed. Then please knock. Actually, just send an email.

Response Time
ASAPish

Contract Negotiation

Submit telemetry for project initiation.

REQ_ID: AX-2024
System Ready

Main Paddock

location_on
HQ Location

APEX HQ // HYDERABAD, INDIA

INNOVATION DISTRICT, SECTOR 7

speed
Efficiency
99.8%
hub
Network
GLOBAL

Direct Telemetry

LINKEDIN saiprathekkotha GITHUB saiprathekkotha ENCRYPTED_COMMS kothasaiprathek@gmail.com

Leave a Memo

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Network Extension

Personnel LinkedIn

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Digital Repository

The Archive (GitHub)

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Availability

Official Hours

  • Mon - Fri 09:00 - 17:00 IST
  • Sat - Sun Off Duty (The Annex)
schedule
Moody office workspace
Scranton Regional

The desk where decisions happen.