
Agentic Fitness Functions: When the Evaluator Has Judgement
Agentic fitness functions use a calibrated AI agent to judge architecture drift a script cannot, and post a verdict without blocking the build.
Page 2 of 6

Agentic fitness functions use a calibrated AI agent to judge architecture drift a script cannot, and post a verdict without blocking the build.

Score your architecture practice against TOGAF's Architecture Capability Framework, not the business, with a maturity model you can defend to a CIO.

Sovereign cloud vendors sell EU regions and sovereign SKUs, but the US CLOUD Act reaches data by possession, not location. Decide the real threat first.

An AI gateway centralizes routing, budgets, and credentials for LLM traffic, but it also becomes a critical-path dependency with its own outage risk.

Mutation testing breaks your code on purpose to find tests that verify nothing, turning test quality into a number you can measure. Hands-on with Stryker.NET.

Data mesh decentralizes data ownership to domain teams without losing a shared language. Why the canonical model matters more than any platform you pick for it.

Architecture tradeoff analysis with ATAM makes hidden trade-offs explicit before anyone decides. The four phases, nine steps, and a lighter version to try out.

Event Sourcing stores every state change as an immutable event, so your database keeps the full history. When to use it, and a working C# implementation.

Internal developer platforms stop every squad rebuilding the same pipelines, logging and secrets management, so engineers can spend their time on the product.