SYSTEM_STATUS: OPERATIONAL /// LOCATION: BENGALURU, IN /// ROLE: STAFF_PRODUCTION_ENGINEER /// SPEC: AI/ML + LLM + AUTOMATION

// DESIGNATIONS: Staff Production Engineer | AI/ML Specialist | LLM & Automation Educator | Co-founder @ TransmuteLabs

LinkedIn | GitHub | Email | TransmuteLabs

The Production AI Architect 12+ years engineering production-grade AI systems across FinTech, payments, fraud detection, and compliance at Morgan Stanley, Barclays, and Cognizant. Currently at ClearStreet (via Wissen Technologies), architecting RAG systems, LLM-powered pipelines, and real-time anomaly detection at scale. Also running cohort-based courses on n8n and make.com, and co-founded TransmuteLabs — an AI consulting practice.

INITIALIZING... LOADING_SKILL_MODULES... // "Build AI that ships, not just AI that demos."

• 🏦 DOMAIN_DEPTH: FinTech / Payments / Treasury / Fraud & Sanctions Screening / Regulatory Compliance
• 🤖 CURRENT_FOCUS: Production RAG Systems / Multi-Agent LLM Frameworks / AI Automation for Enterprise
• 🎓 CREDENTIALS: ISB — Advanced Management Programme in Business Analytics (2021) / MTech Software Engineering — BITS Pilani (2017)
• 🤝 OPEN_TO: Consulting Engagements / AI Automation Projects / FinTech AI Collaborations via TransmuteLabs

• 🔍 RAG_&_LLM_SYSTEMS: Production-grade Retrieval-Augmented Generation pipelines with hybrid search, reranking, and contextual memory — deployed at scale for financial document analysis, log intelligence, and semantic search.
• ⚡ AI_AUTOMATION (n8n / make.com): End-to-end automation workflows connecting LLMs to business systems — lead scoring, document processing, alert routing, and zero-code AI pipelines. Actively teaching this.
• 🛡️ FINTECH_ML: Fraud detection and anomaly detection using LSTM, One-Class SVM, DBSCAN, Isolation Forests, and SARIMA for Swift Network transactions and payment processing at enterprise scale.
• 🤖 MULTI_AGENT_AI: Multi-agent orchestration using CrewAI, LangChain, and Model Context Protocol (MCP) — autonomous pipelines combining web search, tool calling, and structured LLM reasoning.

2024 – PRESENT  >>>  STAFF PRODUCTION ENGINEER  @  ClearStreet (via Wissen)
                     // RAG systems, anomaly detection, Kafka/K8s pipelines

2021 – 2024     >>>  VICE PRESIDENT  @  Morgan Stanley
                     // Payments fraud ML, LSTM anomaly detection, RAG log analysis

2018 – 2020     >>>  BUSINESS ANALYST L4  @  Barclays
                     // NLP chatbot (BERT/RoBERTa), MLOps, led 15-member team

2012 – 2017     >>>  SENIOR SYSTEMS EXECUTIVE  @  Cognizant
                     // Data automation, APAC/EMEA reporting, reduced 3 FTE via automation

• [ACHIEVED] 40% reduction in manual log analysis time via RAG + LLM system at Morgan Stanley (1M+ daily logs)
• [ACHIEVED] 30% improvement in fraud detection via LSTM models on Swift Network transactions
• [ACHIEVED] 30% efficiency gain in resource allocation via SARIMA forecasting + anomaly detection on Kubernetes
• [ACHIEVED] 50% reduction in critical incidents via production AI-driven log intelligence system
• [ACHIEVED] Built automation systems saving $180,000 annually at Cognizant by eliminating 3 FTE
• [AWARDED] ISB Grass Roots Innovation — two consecutive quarters at Morgan Stanley

// KNOWLEDGE_TRANSFER_PROTOCOL

Running cohort-based automation courses teaching working professionals how to build AI-powered workflows with n8n and make.com — from zero-code automations to multi-agent LLM pipelines.

• 🎓 STUDENTS_TRAINED: 100+ professionals across cohorts
• 📄 COURSE_MODULES: Project Management Automation / Voice Agents / n8n Workflows / AI-powered Apps
• 🔗 Active on LinkedIn sharing automation tutorials and AI insights

// VENTURE_MODULE: ACTIVE

Co-founded TransmuteLabs with Sruthi Vijayakumar (Lead Data Scientist, EY) — an AI consulting practice focused on:

• Enterprise RAG & LLM systems for BFSI and FinTech companies
• AI automation workflows (n8n, make.com, MCP) for mid-size businesses
• Custom AI product development — from prototype to production

COMBINED_TEAM_XP: 21+ years AI/ML | Azure ML | AWS | FinTech Domain | Enterprise Delivery

• [CERT] Data Scientist Level 1 — Analytix Labs
• [CERT] Python & Machine Learning — NPTEL IIT Madras & IIT Kharagpur
• [CERT] Advanced Management Programme in Business Analytics — Indian School of Business (ISB)

// FULL INTERACTIVE EXPERIENCE

>>> Launch Portfolio Site — Brutalist dark-themed portfolio with animated sections, scrolling marquee, and interactive tech stack.

// INITIATE_HANDSHAKE

• 🤖 AI automation & LLM engineering in production
• 🏦 FinTech AI — fraud detection, payments intelligence, compliance ML
• 🔧 Consulting engagements via TransmuteLabs
• 🎓 Collaboration on AI/automation courses or content

LinkedIn | Email | TransmuteLabs

© 2026 RAVI PRAKASH // BUILT WITH 12 YEARS OF PRODUCTION ML EXPERIENCE // BENGALURU, INDIA // END_OF_TRANSMISSION