#Architecture

Posts about architecture. ← All posts

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· Software architects + platform engineers ·2 min read

Why We Migrated from Google ADK to Microsoft MARA

The philosophy, trade-offs, and what we learned converting 18+ agents in 3 months.

The philosophy, trade-offs, and what we learned converting 18+ agents in 3 months. Provider abstraction as the foundation for portable agents.

· Engineering ·8 min read

Defence in depth for agentic AI — the eleven-layer envelope

The mental model that says no two adjacent layers share a single point of failure for the same class of attack. From TLS to OTel, the eleven layers a customer request crosses before an answer comes back.

· Engineering ·19 min read

Why Go for production agentic AI

Stdlib over libraries, single binary over framework, fail-closed defaults over forgiveness. The boring-on-purpose case for choosing Go to ship a multi-agent system into a regulated environment.

· Engineering ·10 min read

Agentic architecture on MARA — the seven load-bearing pieces

Microsoft's Multi-Agent Reference Architecture in Go. Protocol, registry, bus, governance, orchestration, observability, evaluation — and how the seven hold each other up.

· Engineering ·6 min read

The case for boring stack choices in regulated AI

Postgres over the latest vector DB. Go stdlib over the framework du jour. Single binary over Kubernetes operator. The choices that bore reviewers and delight on-call engineers.

· Engineering ·6 min read

Audit logs are the API of record

The audit log isn't a side effect of the system. It's the contract you owe to regulators, customers, and your future self. Treat it as a first-class API — schema, versioning, and SLOs included.