Take-Home Assignment Survival: Scope, Automated Tests, and README Craft (2026)
9/12/202615 min read
#Testing
11 articles tagged with Testing
FastAPI Dependency Injection Patterns for Testable AI Services
The Depends() system is the reason FastAPI test suites for LLM services can run in milliseconds without ever touching a real model API. Here's how to structure it so that stays true.
7/14/202610 min read
Building Evaluation-Driven Development (EDD) Pipelines for LLM Apps
Unit tests don't work on non-deterministic outputs. Here's how to build an evaluation pipeline that catches regressions in an LLM app the same way a test suite catches them in ordinary code.
6/28/202612 min read
Testing WebXR Experiences: Tooling That Actually Works in 2026
You can't put a headset in a CI runner. Here's the actual stack I use to test WebXR code — emulated sessions for local development, mocked navigator.xr for unit tests, and where real devices remain non-negotiable.
6/27/202611 min read
Consumer-Driven Contract Testing with Pact in 2026: Microservices & API Stability
9/12/20265 min read
Capacity Planning & Load Testing with Grafana k6 in Production: The 2026 Guide
9/12/20265 min read
Mutation Testing in Production: Killing the Tests That Test Nothing with Stryker & Mutmut (2026)
9/12/20265 min read
Property-Based Testing for REST APIs with Fast-Check in 2026: Finding the Crashes Unit Tests Miss
9/12/20265 min read
The Self-Correcting Codebase in 2026: Autonomous AI Agents in the Continuous Integration Loop
9/12/20265 min read
Testing AI & LLM Systems in 2026: Deterministic CI Pipelines for Non-Deterministic Outputs
9/12/20265 min read
The Zero-Test Legacy Codebase Triage Guide: Characterization, Seams & Strangler Fig (2026)
9/12/20265 min read