"MCP acts like a secure 'universal adapter' for connecting AI agents (like Copilot) to external tools, databases, code search engines, or deployment pipelines, so there are no more one-off integrations for every service," Walter said.
AI Mode for search, which essentially allows Gemini to serve as the sifter of SERPs instead of the old-fashioned Google algorithm, became an opt-in preview feature in March before rolling out as an option to general Google users in May. For those who haven't deigned to use it, AI Mode basically turns the Google search page into a chat window where users can ask typical queries and get results delivered from a Gemini-powered chatbot that one has to assume isn't bullshitting them,
In 2023, most companies were experimenting with large language models. These tools helped with writing, research, and support tasks. They were smart, but they waited for instructions and could not take action on their own.
With 56+ hands-on training sessions at ODSC West 2025, attendees will engage directly with AI tools and frameworks utilized by today's leading AI teams.
"Nvidia's multi-million-token context window is an impressive engineering milestone, but for most companies, it's a solution in search of a problem," said Wyatt Mayham, CEO and cofounder at Northwest AI Consulting. "Yes, it tackles a real limitation in existing models like long-context reasoning and quadratic scaling, but there's a gap between what's technically possible and what's actually useful."
Business professionals exhibit significantly lower concern about AI-driven threats compared to technical teams, indicating a potential disconnect in understanding security risks in the digital landscape.
Most products marketed as 'AI Agents' are often deterministic, combining specific code with LLM steps to create an engaging experience, rather than being truly autonomous.
Amazon Cognito simplifies user sign-up and sign-in for applications, enhancing security with features like JWTs and access token customization for diverse use cases.
"The human touch remains irreplaceable in many interactions, and organizations must balance technology with human empathy and understanding," said Kathy Ross, Gartner's senior director of customer service and support analysis.