Mira Releases Delphi Oracle Case Study: How It Helped Delphi Digital Reinvent the Crypto Research Experience with AI

Generative AI applications in the crypto industry continue to heat up, with many institutions attempting to introduce AI to enhance research processes, but often getting stuck at the proof of concept (PoC) stage due to high error rates, unstable response quality, and difficult-to-control costs. However, Delphi Digital is one of the few examples that has successfully created a practical product. Mira Network is now officially releasing its latest case study, detailing how its decentralized AI infrastructure helped Delphi Digital launch the Delphi Oracle smart assistant with caching, routing, and verification mechanisms, significantly improving the research team and user query experience. [The rest of the translation follows the same professional and accurate approach, maintaining the original structure and technical terminology] The second part of the text about Sundar Pichai and Alphabet would be translated similarly, preserving the original meaning and tone while ensuring clear, professional English translation.

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Key Points

1. Pichai States Will Continue Hiring Engineers Until 2026

2. AGI Not Coming Soon, Current AI Still Makes Basic Errors

3. Addressing Media Traffic Anxiety, Pichai Emphasizes AI Search Will Help Traffic

AI Helps Improve Efficiency, Not a Layoff Machine

Facing the layoff wave in Silicon Valley, Pichai is undaunted and instead states:

"I expect we will continue to expand our engineering team before 2026, because AI can help them do more."

He emphasizes that AI's emergence is to enhance efficiency, helping engineers delegate complex and trivial tasks to machines so they can focus on more valuable tasks.

Pichai's comments contrast with recent actions of companies like Microsoft, which have been downsizing teams and resources to focus on large AI models, and also alleviates external anxiety about "AI stealing jobs".

Far from AGI, Current AI Still Makes Low-Level Errors

Pichai candidly admits that while AI performs well in tasks like coding, it still frequently makes mistakes that even humans wouldn't make. He says with reservation:

"Are we really on the path to Artificial General Intelligence (AGI)? I don't think anyone would dare to guarantee that."

Even though Google is one of the global AI leaders, they are very clear that AI fully replacing humans is still a long way off.

AI Search Won't Affect Website Traffic, Pichai: This is Help

Recently, many websites and publishers have criticized Google's AI Overview feature, arguing that users get answers directly on the search page without clicking into news sites, causing traffic to decline.

Pichai responds:

"We spent a long time testing this feature to ensure users see high-quality links and click through."

He emphasizes that Google's product goal has always been to help users search and drive traffic, and promises to continue prioritizing website ecosystem and content source sustainability.

Google Accused of Monopoly, Pichai Clarifies: Doing Long-Term Technical Integration

Pichai candidly disagrees with the court's monopoly ruling and is currently appealing. He believes users now have more choices than ever, and Google is chosen because its products are good.

Regarding whether he will break up the company, he responds:

"We've invested decades of technology in areas like quantum computing, Waymo, Chrome - such long-term innovation requires integration to be effective."