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A practitioner’s catalog of cloud, integration, data, AI, DevOps, and business alignment frameworks, built from experience in FOREX, healthcare, banking, lending, manufacturing, and customer onboarding. Introduction Enterprise Architecture is often explained with reference models and
Continue readingIntroduction Firstly, for this blog post I have taken the header text of AWS EC2 documentation from https://docs.aws.amazon.com/ec2/ and the text is Amazon Elastic Compute Cloud Documentation Amazon Elastic Compute Cloud (Amazon EC2) is a
Continue readingKubernetes-Native AI Agents Business Context As DevOps ecosystems mature around Kubernetes, they inherit the complexities of distributed systems, CI/CD, monitoring, and rollback orchestration. Despite robust tooling, human intervention remains central to many workflows. Agentic AI
Continue readingIntroduction A behind-the-scenes look at how internal FOREX trading teams can use large language models (LLMs) to answer questions about customer onboarding, trades, and currency risk — served in real time using VLLM and AWS.
Continue readingThe role of the Chief AI Architect has emerged as a key enabler of organizational transformation. No longer just about training models, this role demands vision, cross-functional leadership, and a mastery of rapidly evolving tools
Continue readingYou as a AI developer using LLMs, following are the LLM techniques you should be familiar with. Chain of Thought Prompting Technique Few Shot Prompting Techique Self-Consistency Chain of Thought Prompting Technique” You are asking
Continue readingIntroduction FOREX Trading Data and Position Risk Management In FOREX trading, predicting risk is essential to prevent losses and optimize returns. A key challenge in applying machine learning to risk management is the lack of
Continue readingEnsemble methods combine multiple models to improve accuracy, stability, and reliability in machine learning. Instead of relying on a single predictor, ensembles bring together diverse models that complement each other’s strengths while minimizing individual weaknesses.
Continue readingGenAI in Developer Experience Activity Tools/Stack Build a RAG-based code assistant that generates internal docs using vector search over service repos LangChain + Hugging Face + FAISS + FastAPI Implement a CI/CD LLM assistant
Continue readingThis post compiles 25 strategic and hands-on mock interview questions and responses tailored for Chief Staff Architect roles, especially in companies focusing on Developer Experience (DevEx) and Generative AI transformation. Full Q&A Section 1. Why
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