Engineering Case Studies
Production Systems & Real Scale
How architectural decisions, zero-downtime database migrations, and applied AI models delivered measurable outcomes.
Multimodal GenAI | Computer Vision
Production Live
Multimodal AI & Talking-Head Video Synthesis Pipeline
Engineered an automated synthetic media generation pipeline integrating SadTalker with neural voice models to render synchronized talking-head video presentations directly from structured script data.
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Architecture: Celery + Redis asynchronous GPU worker queues decoupling compute-heavy video rendering from live web endpoints.
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Measurable Outcome: Slashed API response latency by 35% with zero HTTP thread blocking during intensive inference jobs.
SadTalker
Neural TTS
FastAPI
Celery & Redis
AWS GPU Instances
Backend | DB Migration
1,000+ Users
In-House Relational Backend & Mobile API Engine
Replaced third-party Circle.so software by architecting a custom relational backend, migrating 1,000+ members with zero data loss or service disruption.
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Architecture: Normalized PostgreSQL schema, JWT sessions, granular RBAC, and unified mobile REST APIs.
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Outcome: 100% elimination of third-party SaaS fees; powers responsive web & mobile clients.
PostgreSQL
Python FastAPI
JWT / RBAC
React.js
RAG | Vector Search
10+ Companies
Enterprise RAG Knowledge Base SaaS Platform
Built an automated assistant SaaS allowing companies to enter their domain, scrape site content into vector embeddings, and embed branded conversational widgets.
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Architecture: Web scrapers, semantic chunking, Chroma/Pinecone vector indexing, and lightweight JS embed snippets.
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Outcome: Onboarded 10+ client businesses; minimized hallucinations via document grounding.
LangChain
Vector DB
Prompt Guardrails
Distributed Scale | ACID
10K+ Subs/Mo
High-Volume Warranty & Inventory Engine
Scaled a commercial warranty registration application sustaining 10,000+ monthly customer submissions with strict transactional integrity.
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Architecture: Database query optimization and composite indexing across production MySQL tables.
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Outcome: 40% reduction in database CPU utilization during peak traffic surges.
MySQL / PostgreSQL
Query Tuning
AWS RDS
WhatsApp API | Webhooks
+20% Completion
Omnichannel WhatsApp Multimodal Bot
Developed a multimodal conversational assistant handling WhatsApp Cloud webhooks, parsing voice notes, images, PDFs, and raw text queries.
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Architecture: Webhook listeners, Whisper speech-to-text audio transcoding, and asynchronous queue workers.
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Outcome: 20% lift in end-user query completion rates with cross-channel session context.
WhatsApp Cloud API
Whisper STT
Redis
Low Latency | Sockets & Concurrency
Tick-by-Tick Streaming
Real-Time Streaming Market Feed & Quantitative Backtesting Engine
Built multithreaded Python socket collectors streaming tick-by-tick financial market feeds via broker REST/WebSocket interfaces with automated quantitative backtesting modules in Pandas and NumPy.
PyQt5
Python Sockets
Pandas
NumPy
Broker REST APIs