1. Labs is where public research guidance lives
Use Labs when you want to understand why DeepBrainz is working on a given direction, how R-series research is framed, what research lanes exist around AgentFoundry, or how public releases relate to evaluation and limitations.
2. Use the right source for the right question
A common mistake is using one surface for every question. Corporate pages, model releases, and research pages each do different jobs.
- Use deepbrainz.com for product-system overview and official public framing.
- Use Hugging Face for direct public model release artifacts.
- Use Labs for research guidance, evaluation direction, release interpretation, and limitations.
3. Read research claims with discipline
Labs pages may describe research focus, technical direction, and what a model line is trying to prove. That is useful, but you should still separate public evidence from ambition and supported release status from exploratory work.
4. Use Labs to understand product relationships
Labs is also the best place to understand how Lexopedia AI, AgentFoundry, and DeepBrainz-R relate to each other. The stack makes more sense when you see Labs as the research and evidence layer rather than a second marketing site.
5. Escalate unclear release questions
If you cannot tell whether a release, checkpoint, or research page is meant for production evaluation or general technical reading, contact support and link the exact page you are reading.