#evaluation
3 posts tagged with #evaluation
Every article below is hand-written, technically reviewed, and focused on evaluation. Posts cover real-world architecture decisions, code-level implementation patterns, and trade-offs you'll only discover after shipping production systems.
Cybersecurity Why AI Voice Detectors Fail [2026]: Codecs, Watermarks, Traps
“AI voice detector” scores swing wildly because the audio channel is the adversary. Here’s how codecs, noise suppression, and bad metrics break detection in the 2026 real world.
Cybersecurity How to Run an AI Voice Detector Accuracy Test [2026 Harness]
Build a repeatable deepfake-voice detector benchmark: datasets, metrics, thresholding by false-positive cost, robustness transforms, and a privacy-safe way to publish results.
AI and Machine Learning How to Start an AI Agent Evaluation Program (5-Task Scorecard)
Ship agents with a regression safety net: pick 5 real tasks, define pass/fail, run evals weekly in CI, and publish a scorecard that forces better decisions.