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Google Cloud Tech: Give your voice AI agent real abilities (tool calling)

Video von Google Cloud Tech auf YouTube: Code for this episode → https://g.dev/cloud/voicedemo1 Gemini Live API docs → https://g.dev/cloud/gemini-live Agent…

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YouTube Video

Code for this episode → https://g.dev/cloud/voicedemo1

Gemini Live API docs → https://g.dev/cloud/gemini-live

Agent Development Kit (ADK) docs → https://g.dev/cloud/adk-docs



Tool calling for real-time voice AI agents, not the request-response version you've seen a hundred times. The agent acts mid-conversation and the conversation doesn't break.



Three parts:

- The loop (declare, decide, execute, return, the model decides, your code acts)

- The same ability written two ways (a raw google-genai dict vs a plain Python function with a docstring in Google ADK)

-And the two rules that decide whether a live agent feels alive or broken, keep every tool instant, and put your policy in one before_tool_callback.



There's a checkpoint before execution. In ADK it's before_tool_callback, and it sees every tool call before the tool runs. The demo is a quiet-hours rule: the model tries to play something loud, the callback catches it, the playlist never runs, and the agent still responds in character.



Chapters:

0:00 - Demo: an agent that acts mid-conversation

0:27 - What you'll learn (three parts)

0:55 - Why the model can only produce words

1:13 - A menu of abilities: name, description, when to use it

1:34 - The loop: declare, decide, execute, return

2:17 - Wrong tool called? Fix the description

2:46 - The raw SDK way: a dict and four arrows you wire

3:07 - The ADK way: a function with a docstring

3:41 - Adding a new ability: set_sleep_timer

4:00 - Demo: the new ability, live

4:18 - Who updates the UI: backend events to the browser

4:56 - Rule 1: tools are synchronous

5:54 - Rule 2: before_tool_callback

6:55 - Demo: the guardrail fires mid-conversation

7:18 - Why this matters when the agent gets a browser

7:51 - Recap: the loop, two ways, two rules

8:29 - Next: controlling a real browser by voice



More resources:

Roadmap preview → https://g.dev/cloud/mma-roadmap

Last episode was Google ADK running the live loop. Next episode the agent controls a real browser, it clicks, it types, it waits for pages to load — which is where this checkpoint stops being optional. → https://g.dev/cloud/real-time-voice-agent





Follow Annie online:

LinkedIn → https://goo.gle/annie-linkedin

X → https://goo.gle/annie-x



Watch more The Omni App → https://g.dev/cloud/modern-ai-app

🔔 Subscribe to Google Cloud Tech → https://goo.gle/GoogleCloudTech



#GeminiLiveAPI #VoiceAI #AIAgents #MULTIMODAL



Speaker: Annie Wang

Products Mentioned: Gemini Live API, Agent Development Kit
CTI Threat Relationship Graph2 Knoten / 1 Relationen
CVE / Incident Software MITRE ATT&CK CWE Weakness IoC
SOC Incident Playbook: Remote Code Execution (RCE) Defense
title: Detect Exploitation - Google Cloud Tech: Give your voice AI agent real abilities (tool calling)
id: db2405a3-b1fd-49a2-9a0f-d04f6bded60c
status: experimental
description: Automatisch generierte SIEM-Erkennungsregel basierend auf CTI Intelligence
references:
  - https://tsecurity.de/
author: iShareStuff CTI Automated Detection Engine
date: 2026-09-24
logsource:
  category: network_connection
  product: any
detection:
  selection:
      CommandLine|contains:
        - 'exploit'
  condition: selection
falsepositives:
  - Legitime administrative Zugriffe oder Penetrationstests
level: high
tags:
  - attack.initial_access
rule CTI_Threat_Indicator {
    meta:
        author = "iShareStuff CTI Automated Detection Engine"
        date = "2026-09-24"
        description = "YARA Signature for "
    strings:
        $str = "Google Cloud Tech: Give your v" ascii wide
    condition:
        any of them
}
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Kognitive Analyse für identifizierte Bedrohung: Erhöhte Bedrohungslage im Bereich Google Cloud Tech: Give your voice AI ag.... Basierend auf 368k Vektor-Korrelationen werden sofortige Isolationsmaßnahmen für betroffene Endpunkte empfohlen.

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