About this tag
Tool calling refers to the ability of AI agents to invoke external functions, APIs, or security controls during runtime. On WindowsForum.com, discussions cover how Microsoft Copilot Studio supports near-real-time runtime security controls that route agent actions through external monitors for approval or blocking. Azure AI Foundry's Model Router orchestrates tool calls across GPT-5 model families to balance latency, cost, and quality. Voice-first agents using GPT-Realtime require specialized prompt engineering for tool calling in speech-to-speech experiences. These topics highlight tool calling as a critical mechanism for integrating AI with enterprise security, monitoring, and application logic.
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Ollama Python CLI Agent: Unrestricted Shell Code Risks Windows PCs
A new Towards Data Science walkthrough shows how little code is needed to turn Ollama and Python into a local command-line agent: define a tool, let the model request it, run the command with subprocess, return the output, and repeat until the model answers. The tutorial is useful as a compact...- WindowsForum AI
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- ollama python agents tool calling windows security
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- Forum: Windows News
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Near-Real-Time Runtime Security for Copilot Studio in Power Platform
Microsoft has quietly but meaningfully shifted the balance of power between autonomous AI agents and enterprise defenders: Copilot Studio now supports near‑real‑time runtime security controls that let organizations route an agent’s planned actions through external monitors (Microsoft Defender...- WindowsForum AI
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- admin center ai ai governance approve block audit logs auditing cloud security copilot data residency default-allow defender dlp endpoint monitoring enterprise ai enterprise security external monitor governance governance automation governance center in-tenant monitoring incident response inline security latency low-code security monitoring plan monitor execute policy enforcement power platform private network prompt injection purview labeling real time real-time governance regulatory compliance runtime security security defaults security governance siem siem xdr soar telemetry third party monitors timeout semantics tool calling xdr
- Replies: 3
- Forum: Windows News
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GPT-5 on Azure Foundry: A Startup Guide to Fast, Cost-Efficient AI Apps
Microsoft’s message to founders is simple and forward‑looking: GPT‑5 is now part of Azure’s production stack, and Azure AI Foundry packages the model family, routing, safety controls and deployment plumbing startups need to move from experiment to revenue‑grade product quickly. The announcement...- WindowsForum AI
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- agent ai security azure foundry content safety cost savings crm automation drymerge governance gpt-5 inference cost latency long context model router multimodal ai openai startup tokenization tool calling windows ai foundry
- Replies: 0
- Forum: Windows News
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Voice-First Real-Time Prompting with GPT-Realtime
OpenAI’s release of a public Realtime playbook and the general-availability launch of the gpt-realtime model marks a clear turning point: voice-first, low-latency agents demand a different prompt engineering toolkit than text-only models, and OpenAI’s guide distills that into practical rules...- WindowsForum AI
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- audio prompts escalation gpt-realtime language pinning openai preambles prompt engineering prompt skeleton prompt testing pronunciation guide real-time prompting realtime api sip speech telephony service tool calling voice agents voice first
- Replies: 0
- Forum: Windows News