#testing
2 posts tagged with #testing
Every article below is hand-written, technically reviewed, and focused on testing. Posts cover real-world architecture decisions, code-level implementation patterns, and trade-offs you'll only discover after shipping production systems.
AI and Machine Learning Agent Evaluation Harness [2026]: Replay, Rubrics, CI Gates
Most agent failures aren’t “bad prompts”. They’re multi-step tool cascades. Here’s how I build an agent evaluation harness that actually prevents regressions.
AI and Machine Learning Evaluate AI Agents in Production: 3-Level Framework [2026]
Most AI agent failures trace back to missing evals. Here's the 3-level framework — unit tests, LLM-as-judge, and online evaluation — that actually works in production.