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🤖 AI Agents Weekly: AgentKit, Gemini 2.5 Computer Use, State of AI Report 2025, Agentic Context Engineering, CodeMender

AgentKit, Gemini 2.5 Computer Use, State of AI Report 2025, Agentic Context Engineering, CodeMender

Oct 11, 2025
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In today’s issue:

  • OpenAI launches AgentKit

  • Google announced Gemini 2.5 Computer Use model

  • State of AI Report 2025

  • Claude Code now supports plugins

  • Agentic Context Engineering

  • ElevenLabs announced Agent Workflows

  • Equipping LLM agents with memory using RL

  • Google DeepMind announces CodeMender for code security

  • Top AI news, papers, tools, and much more.



Top Stories

OpenAI Launches AgentKit

Interface view of a customer service automation flow in a visual builder tool. The canvas shows connected nodes labeled Start, Jailbreak guardrail, Classification agent, If/else, Return agent, Retention agent, Information agent, Hallucination guardrail, and End. A sidebar on the left lists available node types such as Agent, Note, File search, Guardrails, MCP, and User approval. Top controls include options for Evaluate, Code, Preview, and Publish.

OpenAI announces AgentKit to streamline agent development: a visual workflow builder, a connector registry for governance, a drop-in chat UI kit, stronger evals, and reinforcement fine-tuning options. Built to replace fragmented orchestration, manual evals, and ad-hoc frontends with versioned, production-ready components.

  • Agent Builder: Visual canvas to compose multi-agent workflows with drag-and-drop nodes, tool connections, and custom guardrails. Supports preview runs, inline eval config, and full versioning for fast iteration. Teams report hours to first agent instead of months, with product, legal, and engineering collaborating in the same interface.

  • Connector Registry: Centralized governance for data and tool access across ChatGPT and the API. Admins manage prebuilt connectors like Google Drive, SharePoint, Teams, Dropbox, and third-party MCPs from one panel. Requires the Global Admin Console. Rolling out in beta to select Enterprise and Edu tenants.

  • Guardrails: Open-source, modular safety layer that flags jailbreaks, masks or flags PII, and adds policy checks. Deploy standalone or via Python and JavaScript libraries. Designed to integrate directly in Agent Builder nodes.

  • ChatKit: Embeddable toolkit for chat-based agent UIs with streaming, threads, “show thinking,” and in-chat actions. Skips weeks of frontend work and can be themed to your brand. Used for support, onboarding, docs assistants, and research agents by companies like Canva and HubSpot.

  • Evals upgrades: New capabilities to measure and improve agents at scale:

    • Datasets to seed and grow eval suites with auto-graders and human annotations

    • Trace grading to assess end-to-end workflows and pinpoint failures

    • Automated prompt optimization driven by grader outputs and human feedback

    • Third-party model support to compare models in the same evals

  • Reinforcement fine-tuning (RFT): GA on o4-mini and private beta on GPT-5. Adds custom tool-call training so models learn when and how to invoke tools, plus custom graders to align rewards with your KPI.

  • Availability and pricing: ChatKit and the new Evals features are generally available. Agent Builder is in beta. Connector Registry begins beta for orgs with the Global Admin Console. Included under standard API model pricing. A standalone Workflows API and agent deployments to ChatGPT are planned.

  • Where it fits: Built on the Responses API and Agents SDK for end-to-end agentic workflows such as deep research, customer support, sales, and internal assistants, with examples citing high ticket coverage and growth gains.

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