Google Cloud Summit Taipei 2025 – Cloud Talk Recap: Solo Leveling Your IT Operations? Leave It to the Agent Shadow Army

Jason Yen
Sep 8
2 min read

On June 12, 2025, the Google Cloud Summit Taipei brought together over a thousand cloud technology professionals. Pentium Network was invited to speak at the event’s “Cloud Talk” technical forum. At 4:10 PM, Product Manager Eric Shen presented a session titled: “Solo Leveling Your IT Ops? Leave It to the Agent Shadow Army.”

Centered around a live demo, the session showcased Pentium Network’s proprietary AI agent tool — Pentium Agent — and how it integrates with the Model Context Protocol (MCP) platform and Tapper scheduling system to help IT teams automate high-frequency, repetitive operational tasks, enabling a stable and efficient transformation toward autonomous IT operations.

Replacing Manual Work with AI: The Evolving Role of Pentium Agent

Addressing the operational pain points well known to the audience, Eric used the practical example of “night shift operator RJay” to illustrate challenges in traditional workflows, such as:

Manually checking server storage capacity
Consolidating logs and drafting handover reports daily
Handling emergency issues late at night

With Pentium Agent, these tasks are no longer reliant on manual intervention. Powered by an in-house LLM and integrated with the MCP framework and Tapper scheduler, once a task is configured, the AI agent automatically executes jobs, analyzes outcomes, and reports statuses — freeing IT staff from repetitive heavy lifting.

Highlights from the Live Demo

Task 1: Automated Server Health Checks and Folder Cleanup

Traditional method: Logging into multiple servers manually to check disk space and clean up unnecessary files.
With Pentium Agent: The LLM-based agent generates tasks via conversational input, schedules them through Tapper, and automatically clears designated folders when capacity drops below 20GB.

Task 2: Automated Log Analysis and Report Generation

Traditional method: Manually reviewing logs, identifying errors, and compiling handover reports.
With Pentium Agent: AI extracts key log insights, generates a written report, and prepares content before the shift handover.

Pentium Agent: An AI Agent Built for IT Operations

Pentium Agent is an AI agent purpose-built for IT operations, focused on automating routine tasks and helping enterprise tech teams boost efficiency while reducing manual workload. Key features include:

Bring Your Own LLM Support: Integrate in-house or third-party language models to meet enterprise data control policies.
Chat-based Task Configuration Interface: Intuitive conversational setup lowers the barrier to entry for automation.
MCP Server Integration: Seamlessly connects to internal scripts, documentation, and scheduling tools.
Tapper Scheduling System Support: Enables timed task execution without human intervention.

Pentium Agent is more than just an AI assistant — it's a capable shadow army for your IT operations. Even when users are offline, it can proactively execute tasks, submit reports, and assist in troubleshooting, making it a reliable automation partner for IT teams.