// 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

Multimodal Financial Document Understanding System

Built a multimodal document-understanding pipeline using open-source vision-language models to extract text, tables, charts, signatures, and layout from multi-page financial documents, replacing traditional OCR-based extraction. Orchestrated the multi-stage pipeline using LangGraph, built a CrewAI-based validation agent using the ReAct pattern to verify extracted fields, and structured outputs into machine-readable JSON.

TechnologyMultimodal LLMs

StackLLaVA

PlatformQwen-VL

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....

SYSTEM 02 // PROJECTRole: FEATURED PROJECT

AI Hallucination Detection System

Built an LLM validation pipeline performing claim extraction, web evidence retrieval, and semantic similarity scoring to detect hallucinations. Integrated Google Gemini API and FAISS vector search for real-time evidence grounding. Designed an LLM observability layer providing trust scoring and reliability monitoring for AI-generated outputs, deployed via FastAPI with an interactive Streamlit dashboard.

TechnologyLLM Evaluation

StackRAG

PlatformFAISS

Outcomeachieving ~87% detection accuracySelf-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

// INTERVIEW ENGINE

Interview Engine is arriving soon....

SYSTEM 03 // PROJECTRole: FEATURED PROJECT

AskQL - Natural Language to SQL Query System

Built an AI-powered natural language-to-SQL system converting plain English queries into structured SQL commands using rule-based and NLP-driven pipelines. Applied classical NLP techniques for query understanding, with exploratory LLM-based enhancements and a modular architecture for future generative AI integration.

TechnologyNLP

StackSQL

PlatformLLM

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....

SYSTEM 04 // PROJECTRole: FEATURED PROJECT

Multimodal Financial Document Intelligence

Financial institutions process large volumes of dense, multi-page documents. Used open-source vision-language models (LLaVA, Qwen-VL) to jointly read text, tables, charts, signatures and layout directly from page images. Orchestrated extraction, validation, and structuring as a LangGraph pipeline with a CrewAI validation agent.

TechnologyLLaVA

StackQwen-VL

PlatformLangGraph

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....

SYSTEM 05 // PROJECTRole: FEATURED PROJECT

AI Hallucination Detector

Claim extraction breaks an LLM response into discrete assertions. FAISS vector search retrieves relevant evidence, and cosine similarity between embeddings produces a trust score. Deployed as a FastAPI service with a Streamlit dashboard.

TechnologyFAISS

StackGoogle Gemini API

PlatformSentence Transformers

OutcomeReached ~87% hallucination-detection accuracy on the evaluation set usedSelf-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

// INTERVIEW ENGINE

Interview Engine is arriving soon....

SYSTEM 06 // PROJECTRole: FEATURED PROJECT

Industrial RAG + Anomaly Intelligence

Built a RAG system over equipment logs and SOPs. Built a companion anomaly-detection pipeline across 1,400+ sensors and linked flagged anomalies to the retrieval system. Evaluated using RAGAS against a 100-observation golden dataset.

TechnologyLangChain

Stackpgvector

PlatformRAGAS

OutcomeReduced monthly troubleshooting job cards from 120+ to ~40 (~67% reduction) and cut root-cause analysis time by 55–60%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

// 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.

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Flagship Systems & Production Impact

Interview Engine is arriving soon....

Multimodal Financial Document Understanding System

Interview Engine is arriving soon....

AI Hallucination Detection System

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AskQL - Natural Language to SQL Query System

Interview Engine is arriving soon....

Multimodal Financial Document Intelligence

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AI Hallucination Detector

Interview Engine is arriving soon....

Industrial RAG + Anomaly Intelligence

Interview Engine is arriving soon....

Repository signatures

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