// PRODUCTION DEPLOYMENTS & ARCHITECTURAL CASE STUDIES · SECTION 04

Flagship Systems & Production Impact

Technical architecture breakdowns of production systems, projects, and repositories this candidate has attached to their dossier.

// INTERVIEW ENGINE

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SYSTEM 01 // PROJECTROLE: FEATURED PROJECT

MediBot.AI - Medical Chatbot with RAG + Document Analysis

Engineered a RAG based chatbot using LLaMA 3.1 (via Groq API), building a custom vector store of 4800+ text chunks from a 750+ page medical encyclopedia. Built a hybrid retrieval system combining custom BM25 keyword scoring with cosine similarity-based semantic search. Implemented OCR-based document analysis (Tesseract + PyPDF2) for uploaded blood reports and prescriptions, delivering AI-generated summaries with abnormality detection.

TechnologyLLaMA 3.1

StackGroq API

PlatformBM25

OutcomeAchieved ~17ms avg query latency and reduced manual review time by estimated 60%.Self-reported

Metric 02—Pending

Metric 03—Pending

View Project

TELEMETRY // PENDING

PROBE: —

[PENDING] Production telemetry awaiting interview engine

[PENDING] Topology mapping not yet attested

[PENDING] Hardware counter verification unavailable

Architecture Topology Mapping

[SYSTEM] ────► [PENDING]
                          │
                   (Awaiting attestation)
                          ▼
            [Interview Engine — arriving soon]

Hardware: —AUDITED SLA: PENDING

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SYSTEM 02 // PROJECTROLE: FEATURED PROJECT

Cloud Data Lake Architecture using AWS (Serverless ETL Pipeline)

Deployed a serverless AWS data lake (S3, Glue, Redshift Serverless) with automated ETL pipelines to transform raw CSV logs to Parquet format. Executed SQL workflows on Redshift, built QuickSight dashboards, and implemented secure IAM role configurations and encryption.

TechnologyAWS S3

StackAWS Glue

PlatformAWS Redshift Serverless

Metric 01—Pending

Metric 02—Pending

Metric 03—Pending

View Project

TELEMETRY // PENDING

PROBE: —

[PENDING] Production telemetry awaiting interview engine

[PENDING] Topology mapping not yet attested

[PENDING] Hardware counter verification unavailable

Architecture Topology Mapping

[SYSTEM] ────► [PENDING]
                          │
                   (Awaiting attestation)
                          ▼
            [Interview Engine — arriving soon]

Hardware: —AUDITED SLA: PENDING

// INTERVIEW ENGINE

Interview Engine is arriving soon....

// INTERVIEW ENGINE

Interview Engine is arriving soon....

// RECRUITMENT & ADVISORY ENGAGEMENTS

Request Technical Architecture Dossier

Full verification packet containing source artifacts, production traces, and formal proofs available for prospective leadership roles once attested.

Download PDF (Signed)Request Intro

Flagship Systems & Production Impact

Interview Engine is arriving soon....

MediBot.AI - Medical Chatbot with RAG + Document Analysis

Interview Engine is arriving soon....

Cloud Data Lake Architecture using AWS (Serverless ETL Pipeline)

Interview Engine is arriving soon....

Repository Signatures & AST Audit Proofs

Interview Engine is arriving soon....

Request Technical Architecture Dossier

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