Analytical Contextual Engineering for LLM

Analytical Contextual Engineering for LLM

This blog was written in collaboration with Fan Bu, Jason Mackay, Borya Sobolev, Dev Khanolkar, Ali Dabir, Puneet Kamal, Li Zhang and Lei Jin. “Everything is an ensemble”; some are databases Introduction Machine data is the foundation of observability and diagnostics in modern computing systems, including logs, metrics, telemetry traces, configuration snapshots, and API response. … Read more

MCP and A2A: A Network Engineer’s Mental Model for Agentic AI

MCP and A2A: A Network Engineer's Mental Model for Agentic AI

Model Context Protocol (MCP) and Agent-to-Agent (A2A) have gained significant industry attention in the past year. MCP first caught the world’s attention in dramatic fashion when it was published by Anthropic in November 2024, garnering tens of thousands of stars on GitHub within its first month. Organizations quickly understood the value of MCP as a … Read more