Evaluation
5 posts tagged #evaluation
5 posts on Evaluation, spread across AI Agents (1), AI in Production (1), Dev Tools & AI Workflow (1) — most read: “How to Evaluate EmbeddingGemma 2 for Multilingual RAG [2026]” and “How to Benchmark AI Coding Tools on Your Own Repo [2026]”.
AI and Machine Learning How to Evaluate EmbeddingGemma 2 for Multilingual RAG [2026]
EmbeddingGemma 2 is shiny. Shipping it into a multilingual RAG stack without regressions is not. Here’s an embeddings-only eval + rollout playbook that works.
Developer Tools How to Benchmark AI Coding Tools on Your Own Repo [2026]
A reproducible way to benchmark AI coding tools on your own repo using SWE-bench-style tasks, human baselines, defect scoring, and anti-gaming rules.
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.
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