Blog
Insights on AI for research, product updates, and behind-the-scenes looks at what we're building.
From Question to Citation-Backed Answer: Inside a Scientific RAG Pipeline
Most AI tools generate answers from memory. Transparent Lab retrieves evidence from your library. Here's exactly what happens between your question and a cited response.
AGI Won't Replace Researchers: Why Specialized AI Amplifies Human Expertise
The AGI hype cycle misses what researchers actually need. Specialized AI tools that respect domain expertise outperform general-purpose systems — and they keep humans in the driver's seat.
The Reproducibility Crisis in Science: Can AI Help or Hurt?
P-hacking, failed replications, and questionable methods plague modern science. AI tools could make it worse — or help researchers catch what peer review misses.
Why AI Assistants Hallucinate Citations (And How Evidence-Based RAG Fixes It)
Language models don't look up sources — they predict what a citation should look like. Here's why that's a problem for researchers, and how retrieval-augmented generation with chunk-level citations changes the equation.
Why We're Building Transparent Lab
Generic AI isn't built for science. We're building something that is.