
"Technically Grounded, Business Fluency."
A Hybrid Interface: Gen AI Consultant & Cloud Architect bridging the gap between infrastructure engineering and strategic consulting.
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Advanced technical guides focusing on scalable architectures and production-grade AI systems.
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The DNA of Intelligence: Foundational Math for Architects

- Re-defining "Mathematical DNA"—Numbers, Zero, Variables, and Coordinates—as the fundamental building blocks of AI systems.
- Exploring how data compression, system scaling, and pattern generalization form the core of modern neural architectures.
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The Manifesto of Intelligence: Systems Math for Architects

- A practical handbook for navigating engineering trade-offs and diagnosing system behaviors through a mathematical lens.
- Deep dives into Linear Algebra, Optimization, and Information Theory tailored for production AI (RAG, RLHF, Quantization).
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AI Agent Engineering
- Orchestrating multi-agent systems using LangGraph, GPT-4o, and advanced RAG flows.
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Cloud Infrastructure & Networking
- Cloud-native designs, Kubernetes (K8s) orchestration, and low-level network protocols.
Real-world troubleshooting, governance, and enterprise-level service management.
I specialize in architecting Gen AI services and optimizing cloud infrastructures. My approach combines the technical depth of a DevOps Engineer with the strategic communication of a Technical Consultant.
- Performance Leadership: Recognized as a Top 1 Performer at Concentrix, delivering expert-level RCA and technical consulting for global enterprise clients.
- Full-Stack Implementation: Proven track record in deploying production-level AI agents (BookToss) and executing zero-downtime cloud migrations (AWS to OCI).
- Technical Bridge: Expertise in translating complex technical requirements into actionable business solutions.
- Target: Solutions Architect (SA) in Singapore.
- Active Focus: Mastering Enterprise RAG, Multi-modal AI systems, and Cloud Adoption Frameworks (CAF).