AUTHOR
Priya Raman
Research & Trust Editor
Priya covers voice interfaces, AI evaluation and systems designed to support trustworthy research. She specializes in how benchmarks translate—or fail to translate—to real users.
Email Priya →Experience and editorial focus
Her editorial work centers on multilingual evaluation, source quality and human oversight in automated decision systems.
Areas of expertise
- Voice AI
- Model evaluation
- Research integrity
LATEST WORK
Articles by Priya Raman
Voice AI finally gets a benchmark that listens to people
Scale’s Voice Showdown uses real spoken prompts across more than 60 languages. It arrives as the industry confronts a basic problem: synthetic tests do not capture the messiness of human speech.
6 min read →Research & DataX is letting AI draft Community Notes—but humans keep the vote
The AI Note Writer API offers a revealing model for human-AI research systems: machines can find sources and propose context, while people with diverse viewpoints decide what becomes visible.
7 min read →AI ModelsHow to evaluate a multimodal model
Models that read text, images, audio and video promise one interface for many kinds of work. A useful comparison tests perception, reasoning, latency and failure behavior separately.
9 min read →AI ModelsReasoning models need different prompts—and different tests
Longer internal computation can improve difficult analysis and coding, but it also changes latency, cost and the way teams should write instructions and evaluate results.
8 min read →Research & DataLong context is not the same as long-term memory
LongMemEval shows why placing more conversation into a model's window does not guarantee reliable recall. Useful memory systems must index, retrieve, update and sometimes abstain.
8 min read →FeaturesHow to follow the public trail of AI training data
No single disclosure explains a foundation model. Model cards, dataset papers, licenses, copyright filings and filtering notes can still reveal what a developer has documented—and what remains unknown.
10 min read →