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Strategist Julie Chavez Rodriguez credited Mayor Bass with accelerating nearly 47,000 affordable housing units in the city's pipeline. Rodriguez also defended Bass's response to federal immigration raids by highlighting lawsuits and restrictions placed on using city property to assist in immigration enforcement.

Raman describes herself as an independent leader and has had several public splits with the DSA-LA. These include accepting an endorsement from a pro-Israel group (which resulted in a DSA censure), backing Jim McDonnell for LAPD chief over the group's objections, and seeking changes to the voter-approved mansion tax that housing activists opposed.

Raman describes her version as "sewer socialism" or "pothole politics." She states that her goal is to make City Hall deliver basic services and prove that government can work for ordinary people rather than for wealthy and politically connected interests.

The poll found Nithya Raman at 39% among likely voters, while incumbent Mayor Karen Bass was at 28%, with 33% of voters undecided. The poll showed Raman leading Bass 66%-4% among likely voters under 30 and leading her 45%-21% among likely Latino voters.

Nvidia's involvement is significant because the "AI factory" concept—combining computing hardware with open-source models to allow enterprises to retain ownership of their data—has been a core vision of Nvidia CEO Jensen Huang for years. Huang has been a strong supporter of Reflection's move toward building a top open system, which aims to provide a Western alternative for organizations like the Pentagon or banks that balk at using Chinese models due to security concerns.

The CEO of Reflection is Misha Laskin. He is a Russian–Israeli researcher who previously worked at Google. He has described the development of these models as being similar to building rocket ships, noting that reaching the most advanced capabilities will take time.

Reflection's first model is expected to initially lag behind the most cutting-edge U.S. models but is projected to be competitive with top Chinese open-weight models. However, the model is described as having powerful intelligence capable of helping companies build proprietary systems. Furthermore, combining these lower-tier open models with high-quality company data can produce results that rival the most expensive frontier AI systems in certain specific situations.

Unlike closed models such as Claude and ChatGPT, open-weight models like those from Reflection are generally available to be downloaded freely, allowing anyone to use and customize them. While open models can be harder to monitor and regulate than "frontier" models, supporters argue that their widespread availability and transparency provide significant security advantages, especially for Western entities that avoid Chinese models due to security risks.