Agent Development Kit

Headlines · 2

1. 4d
   Google Cloud unveils Gemini agent with enterprise identity, audit logs and budget caps

   According to Google Cloud's materials from the Gemini at Work 2026 event on October 8, 2026, Google Cloud introduced "Gemini agent": users give it objectives rather than instructions, and it breaks down tasks across Workspace and third-party apps, selects tools and orchestrates sub-agents, running long jobs in the cloud for days and checking in with a human only at nodes such as spending money, sending mail or deleting data, returning finished work rather than an answer. Each agent gets an independent enterprise identity, mailbox, calendar, budget cap and full audit logs; the product is in private preview for enterprise customers, with no general availability date or pricing announced. The analysis argues the model layer is not locked in — Gemini Enterprise Agent Platform can pull third-party models such as Anthropic Claude through Model Garden, the ADK is declared model-agnostic and is open-sourced with native A2A protocol support — so the contest is about governance and who owns acceptance, not about a single impressive demo.

   钛媒体 · 🔥 0
2. 4d
   Gemini 4 Argon cut ADK framework overhead by 40% in an 11-hour unattended run

   On the launch of Gemini 4 Argon, Google engineers let the model run unattended against google/adk-python, a roughly 205,000-line, nearly 800-file repository backed by almost 17,000 unit tests. A first two-hour attempt found real bottlenecks but ignored maintainer conventions; a second round using in-repo .agents/skills rulefiles and Antigravity's /goal mode ran 11 hours overnight and proposed six optimizations across 32 files. After code review only two shipped: filtering in-memory session history before copying, and lazy-loading heavy packages such as streaming audio/video, OpenTelemetry and FastAPI/Starlette. Google's own independent holdout benchmark reports roughly 40% less framework overhead in long sessions (a 158-turn run fell from 65.6s to 56.1s) and 21% faster cold imports of google.adk, while time from a fresh process to first model request stayed flat; the other four changes were rejected as fragile or synthetic-only.

   Google Developers Blog · 🔥 0

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