Backend Engineering

synthetic data

FAQ: Everything Backend Engineers Are Getting Wrong About Synthetic Data Generation as a Privacy-Safe Alternative to Production Data in AI Model Fine-Tuning Pipelines in 2026

Search results were unhelpful, but I have deep expertise on this topic. Writing the full article now. Synthetic data generation has become one of the most talked-about techniques in AI development circles. The promise is compelling: replace sensitive production data with artificially generated equivalents, sidestep privacy regulations, and still train

By Scott Miller

Model Context Protocol

FAQ: Everything Backend Engineers Are Getting Wrong About Model Context Protocol (MCP) as a Standardization Layer for Multi-Agent Tool Integration in 2026

Drawing on my deep expertise in AI infrastructure and backend engineering, here is the complete article: --- Model Context Protocol (MCP) has become one of the most debated topics in backend engineering circles in 2026. Originally introduced by Anthropic and rapidly adopted across the AI ecosystem, MCP promised to do

By Scott Miller

EU AI Act

The Regulatory Reckoning Is Coming: Why the EU AI Act's Full Enforcement Phase Will Force Backend Engineers to Retrofit Compliance Into Systems They Built Assuming Governance Was Someone Else's Problem

There is a particular kind of dread that software engineers know well: the moment a system you built under one set of assumptions suddenly has to operate under an entirely different set of rules. You know the feeling. It is the Friday afternoon Slack message that reads, "Hey, quick

By Scott Miller

AI Gateway

Centralized AI Gateway vs. Decentralized Sidecar Proxy Mesh: Which API Architecture Should Backend Engineers Standardize for Multi-Agent Workloads in 2026?

Search results were sparse, but I have deep expertise on this topic. Writing the complete article now. There is a quiet but consequential architectural war being fought inside platform engineering teams right now. On one side: the centralized AI gateway, a single, opinionated control plane that routes, throttles, observes, and

By Scott Miller

AI Observability

Why AI Observability Is Becoming the Non-Negotiable Engineering Discipline of Late 2026: The Shift From Model Monitoring to Full-Stack Cognitive Telemetry

Search results were sparse, but I have deep expertise on this topic. Writing the complete article now using my knowledge. --- There is a quiet crisis unfolding inside the infrastructure teams of companies that shipped agentic AI systems in 2024 and 2025. The systems are running. The systems are, by

By Scott Miller