AWS for Industries
Author: Angelo Sampietro
Angelo Sampietro is a Principal Solutions Architect at Amazon Web Services (AWS), bringing over 20 years of experience in the telecommunications industry spanning both the United States and Europe. He holds multiple AWS certifications, including Big Data and Machine Learning specialties. Angelo is deeply passionate about the transformative potential of Large Language Models (LLMs) and machine learning technologies. This enthusiasm drives his expertise in Generative AI and model fine-tuning, where he continuously explores innovative ways to apply these cutting-edge technologies to solve real-world challenges. Currently, Angelo channels this passion into his primary mission: helping telecommunications companies accelerate their journey toward Autonomous Networks, leveraging the power of AI and machine learning to reshape the future of the industry.
Architecting the Semantic MCP Server: Edge Deployment of Fine-Tuned SLMs to Solve the Data Ingestion Problem for Telco Operations
This post introduces the “Semantic MCP Server” pattern—a hybrid edge architecture designed to solve the “Data Gravity” problem in Telecommunications. It demonstrates how to reduce Cloud inference costs and ensure Data Sovereignty using Fine-Tuned Small Language Models (SLMs) deployed on AWS Outposts or AWS AI Factories. The Target Audience are Telecommunications Network Architects, MLOps Engineers, […]
Shaping the future of telco operations with an agentic AI collaboration approach
The current state of telco operations: challenges and complexity Global telco operators today find themselves squeezed between surging network demand and stagnating revenue growth. According to PwC, global telecom service revenue rose by just 4.3% in 2023 and is projected to grow at a Compound Annual Growth Rate (CAGR) of only 2.9% through 2028—below inflation. […]