🤖
Gedendhar's Rep
STATUS: ONLINE (Llama-3.3)
Hi there! I am Gedendhar's autonomous AI Agent assistant. How can I help you explore his work today?
model.fit(X_train, y_train) aws_lambda.invoke(fn='redact') nlp = spacy.load('en_core_web_sm') predict_race('MONACO', season=2026)
Available for new opportunities

GEDENDHAR SIVAKUMAR

|

Two years building intelligent systems that actually work in production. Robust NLP pipelines, real-time computer vision models, and secure cloud architectures on AWS. I care about shipping things that matter.

Gedendhar Sivakumar
AWS Certified
About Me

WHO I AM

Engineer by training. AI developer by choice.

AWS Certified Software Engineer with two years of hands-on experience building robust AI/ML systems, automated Python pipelines, and scalable cloud-native architectures.

My work sits at the intersection of Natural Language Processing and Computer Vision. I write production pipeline workflows using HuggingFace, spaCy, OpenCV, and Tesseract OCR, orchestrating secure environments on AWS.

I love solving problems from scratch, whether that is training fine-tuned regressors for F1 telemetry or creating AI-powered agents to run DevOps troubleshooting loops.

⚙️ Professional Development

Building deeper knowledge in LangGraph Multi-Agent Workflows, real-world Large Language Model Orchestration, and Gemini AI integrations through continuous self-study.

📍
Location
Bengaluru, Karnataka, India
🎂
Date of Birth
24 October 2001
🌐
Languages
Tamil · English · Hindi
🗣️
Interests
Volunteering · Public Speaking
🚀
Status
Open to new opportunities
2+
Years Exp.
9+
AI Projects
AWS
Certified
8.86
CGPA
Work History

PROFESSIONAL EXPERIENCE

Building and optimizing production AI systems that deliver measurable business and cloud results.

NLP Pipeline Optimization

STAGE: NLP_CORE_v1.0

Optimized key Python NLP workflows to accelerate document structure parsing speeds for massive legal text matrices.

OCR Document Scanning & APIs

STAGE: OCR_INTEG_v2.0

Constructed high-speed API layers and intelligent document parsing pipelines combining Tesseract with OpenCV layout analysis.

AWS Cloud & ETL Automation

STAGE: CLOUD_ETL_v3.0

Architected secure Amazon EC2/S3/Lambda cloud topologies, replacing manual integrity audits with automated ETL triggers.

Agile Scrum Sprint Velocity

STAGE: VELOCITY_v4.0

Led legacy codebase audits to eliminate vulnerabilities, driving sprint targets 10% ahead of timeline schedule.

GEOMETRY_SYS_LOGS · v2.06
Software Engineer I (NLP Lead Focus)
Geometry Technologies · Bangalore, India
Technical Grid

TECHNICAL SKILLS

Hover over any card to view detailed competencies.

01
🤖
Generative & Agentic AI
LangGraphLangChainRAGLLMsAgentic AIGroqOpenAI APIGemini AIMulti-Agent SystemsAdversarial ProbingPrompt Injection TestingVector Search
02
Languages & Backend
PythonSQLHTMLFastAPIFlaskUvicornREST APIsAsync APIsOpenAPI/SwaggerPostgreSQL
03
📷
NLP & Computer Vision
NLPspaCyOpenCVTesseract OCRTransformersFinBERTEmbeddingsPII RedactionToken MaskingDocument Parsing
04
📊
Machine Learning & Data
Scikit-LearnPandasNumPyLightGBMXGBoostSVRFAISSPredictive AnalyticsAnomaly DetectionForecastingETL & Data PipelinesCosine Similarity
05
☁️
Cloud & DevOps
AWS (EC2/S3/Lambda)IAMDockerGitHub Actions (CI/CD)RenderSystem MonitoringRoot Cause AnalysisAutomated RemediationCloud Deployment
06
🎯
Tools & Visualization
StreamlitPlotlyStreamlit CloudGitJIRAFPDF2PDF ExportAgile MethodologyData VisualizationBusiness Intelligence
AI Sandbox

ACTIVE PROJECTS

Click the "Live Demo" button on any card to run an interactive pipeline widget directly in your browser.

LangGraph Auditing Flow
SWARM STATUS:LISTENING
LATENCY: 1.5s | EVAL-RATE: 120/S
LangGraph Swarm

GovAgent — Autonomous AI Compliance Auditor

Multi-agent compliance auditor using LangGraph to evaluate LLM outputs against global standards. Employs fan-out/fan-in parallel checks, adversarial probing, and AI Compliance Passport PDF generation.

LangGraphGroq CloudLlama-3PDFplumberReportLab
GitHub
FAISS Embedding Clusters
RAG-VECTOR:CONNECTED
EMBEDDINGS: FAISS | CLUSTERS: 32
RAG · Agent

AI Career Copilot

Stateful RAG-driven career mentor that maps technical resumes, indexes skills clusters inside FAISS Vector DB embeddings, and plots personalized upskilling paths via Llama-3 agent pipelines.

FAISSRAGLlama 3.3LangChainFastAPI
GitHub
Active Agent Monitoring
DEVOPS-RUNNER:LISTENING
MEM: 4.2GB | NODES: K8S-CLS-9
LangGraph Agent

AI DevOps Copilot

Intelligent, agent-driven monitoring pipeline that scans active container logs, detects CPU/memory anomalies, runs deep root cause analysis, and triggers automated self-healing pod restarts.

LangGraphFastAPIGroq Llama-3StreamlitDocker
GitHub
Gemini Analytics Ingestion
INGEST ENGINE:ONLINE
ROW-CAP: 50MB | MODEL: GEMINI-1.5
Gemini 1.5 Pro

AI-Powered BI Dashboard

Data ingestion engine that processes Excel/CSV structures, cleans duplicate noise, draws rich business visualizations via canvas rendering, and answers natural-language business requests via the Gemini API.

Gemini APIPandasCanvas APIStreamlitChart.js
GitHub
HuggingFace OCR Flow
OCR ENGINE:STANDBY
AWS-NODE: ACTIVE | RES: 300DPI
NLP · Cloud

AI-Powered Document Redaction System

Enterprise-grade serverless redaction pipeline that processes document scans with Tesseract OCR & OpenCV, classifies entities via HuggingFace Transformers, and stores redacted datasets on AWS S3.

HuggingFaceTesseractOpenCVAWS S3Lambda
Enterprise Code
FinTech Trading Wave
FIN-FEED:CONNECTED
TICKER: SPY/QQQ | LATENCY: 8ms
FinTech

AI Options Trading Analytics Dashboard

Predicts options pricing models using Support Vector Regression (SVR), analyzes news sentiment via FinBERT models, and processes financial parameters using real-time yfinance APIs.

SVRFinBERTyfinancePandasStreamlit
Enterprise Code
Secure Redaction Sandbox
SEC SCAN:STANDBY
NER-ACC: 99.2% | PIPE: NLP-RED-2
AI · NLP

Journalist Source Protector — AI Document Redaction System

A high-fidelity document redaction engine that automatically censors sensitive PII (Names, Emails, Locations, Secret Coordinates) inside leaked transcripts, calculating a real-time Source Protection safety score.

PythonRegexspaCy NLPpdfplumberReportLab
GitHub
Syslog Parsing Node
SYSLOG RUNNER:ACTIVE
RATE: 120L/S | SCAN: REAL-TIME
DevOps · AI

AI Log Analyzer

High-speed server logs parser that runs regular expression pre-processing, performs anomaly classification using LangChain chains, and triggers real-time Slack incident notifications.

LangChainFastAPIRegexSlack APIPython
GitHub
F1 Real-Time Telemetry
SYS STATUS:ACTIVE
LATENCY: 12ms | NODE: F1-CORE-1
ML Model

F1 Race Prediction ML Model

Predicts Formula 1 podium finishes using historical Ergast qualifying profiles, driver form indices, and live Open-Meteo weather parameters. Includes an optimal tyre compound strategy calculator.

PythonXGBoostErgast APIOpen-MeteoMatplotlib
GitHub
Thoughts and Insights

ARTICLES

Deep-dives and frameworks shared with the developer community. Click the tabs to switch articles, and explore the interactive visualizers on the left!

3D Pipeline Node Stack
Select any pipeline layer to view diagnostics logs.
ARCHITECTURE GUIDE 8 MIN READ

RAG & LLM Architecture Guide — End to End

A comprehensive guide covering Retrieval-Augmented Generation from first principles through production architecture — including 9 RAG patterns, 8 search methods, vector database selection, fine-tuning workflows, and core LLM concepts like attention, MoE, and RLHF.

Ingest Flow
PARQUET
Model Scope
LLAMA-3.3
Pipeline Depth
9 PATTERNS
Audit Security
SECURE
Read on LinkedIn
Academic Profile

EDUCATION

🌟 🎓

Bachelor of Engineering — Mechatronics

Sri Krishna College of Engineering and Technology, Coimbatore
Aug 2019 — May 2023 CGPA 8.86 Robotics & Control Engineering
Credentials

CERTIFICATIONS & ACHIEVEMENTS

01
AWS Certified Solutions Architect Associate
Amazon Web Services
02
Python Programming
Google · Coursera
03
Agile Methodology Experience
JPMorgan Chase · Forage
04
Mastering ServiceNow Admin & Dev
Udemy
05
AIR 3 at SUVC National Innovation Challenge
Surveillance Drone Design · SKCET Expo
06
ICIRAC International Conference 2021
Event Coordinator · Mechatronics Symposia
07
Claude Code in Action Certification
Anthropic · 2025
Active Connection

CONTACT ME

Have a role, project idea, or just want to chat? Reach out through any portal below.

Opens your system mail client with precompiled parameters.