Table of contents OpenAI: CUA for GUI Autonomy, Responses as Agent Surface, and AgentKit for Lifecycle Google: Gemini 2.0 and Astra for Perception, Vertex AI Agent Builder for Orchestration, Gemini Enterprise for Governance Anthropic: Computer Use and App-Builder Path via Artifacts Benchmarks That Matter for Agent Selection Comparative Analysis Deployment Guidance for Technical Teams Bottom…
A crew of Salesforce AI researchers launched WALT (Web Agents that Learn Tools), a framework that reverse-engineers latent web site performance into reusable invocable instruments. It reframes browser automation round callable instruments quite than lengthy chains of clicks. Agents then name operations equivalent to search, filter, type, post_comment, and create_listing. This reduces dependence on giant…
Computer-use brokers have been restricted to primitives. They click on, they kind, they scroll. Long motion chains amplify grounding errors and waste steps. Apple Researchers introduce UltraCUA, a basis mannequin that builds an hybrid motion area that lets an agent interleave low degree GUI actions with excessive degree programmatic device calls. The mannequin chooses the…
In this tutorial, we discover how to construct a small but useful multi-agent system utilizing the uAgents framework. We arrange three brokers — Directory, Seller, and Buyer — that talk through well-defined message protocols to simulate a real-world market interplay. We design message schemas, outline agent behaviors, and implement request-response cycles to reveal discovery, negotiation,…
Pokee AI has open sourced PokeeResearch-7B, a 7B parameter deep analysis agent that executes full analysis loops, decomposes a question, points search and learn calls, verifies candidate solutions, then synthesizes a number of analysis threads into a ultimate response. The agent runs a analysis and verification loop. In analysis, it calls exterior instruments for internet…
In this tutorial, we discover how we will construct a compact but highly effective Enterprise AI assistant that runs effortlessly on Colab. We begin by integrating retrieval-augmented era (RAG) utilizing FAISS for doc retrieval and FLAN-T5 for textual content era, each absolutely open-source and free. As we progress, we embed enterprise insurance policies similar to…
TLDR: VISTA is a multi agent framework that improves textual content to video technology throughout inference, it plans structured prompts as scenes, runs a pairwise match to choose one of the best candidate, makes use of specialised judges throughout visible, audio, and context, then rewrites the immediate with a Deep Thinking Prompting Agent, the tactic…
OpenAI simply launched ChatGPT Atlas, a new AI browser that embeds ChatGPT on the core of navigation, search, and on-page help. Atlas is out there right this moment for Free, Plus, Pro, and Go customers, with a Business beta and Enterprise/Edu opt-in; Windows, iOS, and Android builds are “coming quickly.” What ChatGPT Atlas is? Atlas…
In this tutorial, we dive into the essence of Agentic AI by uniting LangChain, AutoGen, and Hugging Face right into a single, totally useful framework that runs with out paid APIs. We start by organising a light-weight open-source pipeline and then progress via structured reasoning, multi-step workflows, and collaborative agent interactions. As we transfer from…
While a primary Large Language Model (LLM) agent—one which repeatedly calls exterior instruments—is simple to create, these brokers usually battle with lengthy and complicated duties as a result of they lack the flexibility to plan forward and handle their work over time. They will be thought-about “shallow” in their execution. The deepagents library is designed…