Agents
Building Advanced MCP (Model Context Protocol) Agents with Multi-Agent Coordination, Context Awareness, and Gemini Integration
[ad_1] class MCPAgent: “””Advanced MCP Agent with evolved capabilities – Jupyter Compatible””” def __init__(self, agent_id: str, role: AgentRole, api_key: str = None): self.agent_id = agent_id self.role = role self.api_key = api_key self.memory = [] self.context = AgentContext( agent_id=agent_id, role=role, capabilities=self._init_capabilities(), memory=[], tools=self._init_tools() ) self.model = None if GEMINI_AVAILABLE and api_key: try: genai.configure(api_key=api_key) self.model = genai.GenerativeModel(‘gemini-pro’)…
Why Every SaaS Product Will Launch With Built-in AI Agents by Default
[ad_1] Late at night, in a coworking space filled with the blue glow of screens and the quiet hum of anticipation, a SaaS startup team is rehearsing their demo. They’ve got dashboards, KPIs, charts, and clean UX flows. But something feels… flat. A team member asks, “Can we make it answer questions? Like, if a…
AI agents are science fiction not yet ready for primetime
[ad_1] This is The Stepback, a weekly newsletter breaking down one essential story from the tech world. For more on all things AI, follow Hayden Field. The Stepback arrives in our subscribers’ inboxes at 8AM ET. Opt in for The Stepback here. It all started with J.A.R.V.I.S. Yes, that J.A.R.V.I.S. The one from the Marvel…
Zhipu AI Unveils ComputerRL: An AI Framework Scaling End-to-End Reinforcement Learning for Computer Use Agents
[ad_1] In the rapidly evolving landscape of AI-driven automation, Zhipu AI has introduced ComputerRL, a groundbreaking framework designed to empower agents with the ability to navigate and manipulate complex digital workspaces. This innovation addresses a core challenge in AI agent development: the disconnect between computer agents and human-designed graphical user interfaces (GUIs). By integrating programmatic…
Nebius AI Advances Open-Weight LLMs Through Reinforcement Learning for Capable SWE Agents
[ad_1] The landscape of software engineering automation is evolving rapidly, driven by advances in Large Language Models (LLMs). However, most approaches to training capable agents rely on proprietary models or costly teacher-based methods, leaving open-weight LLMs with limited capabilities in real-world scenarios. A team of researchers from Nebius AI and Humanoid introduced a reinforcement learning…
FAQs: Everything You Need to Know About AI Agents in 2025
[ad_1] TL;DR Definition: An AI agent is an LLM-driven system that perceives, plans, uses tools, acts inside software environments, and maintains state to reach goals with minimal supervision. Maturity in 2025: Reliable on narrow, well-instrumented workflows; improving rapidly on computer use (desktop/web) and multi-step enterprise tasks. What works best: High-volume, schema-bound processes (dev tooling, data…
A Code Implementation to Build a Multi-Agent Research System with OpenAI Agents, Function Tools, Handoffs, and Session Memory
[ad_1] In this tutorial, we begin by showcasing the power of OpenAI Agents as the driving force behind our multi-agent research system. We set up our Colab environment with the OpenAI API key, installed the OpenAI Agents SDK, and then defined custom function tools, web_search, analyze_data, and save_research, to harness the agents’ capabilities. We instantiate…
Google Cloud’s data agents promise to end the 80% toil problem plaguing enterprise data teams
[ad_1] Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now Data doesn’t just magically appear in the right place for enterprise analytics or AI, it has to be prepared and directed with data pipelines. That’s the domain of…
Inside OpenAI’s quest to make AI do anything for you | TechCrunch
[ad_1] Shortly after Hunter Lightman joined OpenAI as a researcher in 2022, he watched his colleagues launch ChatGPT, one of the fastest-growing products ever. Meanwhile, Lightman quietly worked on a team teaching OpenAI’s models to solve high school math competitions. Today that team, known as MathGen, is considered instrumental to OpenAI’s industry-leading effort to create…
How bright are AI agents? Not very, recent reports suggest
[ad_1] Security researchers are adding more weight to a truth that infosec pros had already grasped: AI agents are not very bright, and are easily tricked into doing stupid or dangerous things by legalese, appeals to authority, or even just a semicolon and a little white space. The latest example comes from researchers at Pangea,…