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Field notes from SSG and AI services and building Agentic AI workflows.

AI Agents, LMS and TMS case studies from the Tertiary Infotech Academy.

OpenClaw vs Hermes vs Paperclip: Picking an AI Agent Stack in 2026
16-05-2026

OpenClaw vs Hermes vs Paperclip: Picking an AI Agent Stack in 2026

Three open-source AI agents are dominating the 2026 conversation — OpenClaw, Hermes, and Paperclip. They are not interchangeable. Here is what each is for, where each breaks, and how we deploy them for Singapore teams without locking you into a single vendor.

How MCP Servers Power Production AI Agents — A 2026 Field Guide
15-04-2025

How MCP Servers Power Production AI Agents — A 2026 Field Guide

MCP — the Model Context Protocol — is the wiring that lets AI agents call your real tools, your real files, and your real APIs, with consistent permissions and logging. Here is what it does and where to deploy it in a Singapore stack.

Improve HR Processes with Microsoft Copilot Agents — Singapore 2026
15-04-2025

Improve HR Processes with Microsoft Copilot Agents — Singapore 2026

Microsoft Copilot Agents — built on Copilot Studio — give HR teams custom AI assistants for onboarding, policy queries, leave management, and performance reviews. The trick is governance, not technology.

Improve AI Chatbots with Retrieval Augmented Generation (RAG) — 2026 Guide
15-04-2025

Improve AI Chatbots with Retrieval Augmented Generation (RAG) — 2026 Guide

RAG is the difference between a chatbot that hallucinates and one that answers from your real documents. Here is how to deploy RAG inside an LMS, a TMS, or a Singapore-specific customer-service workflow.

Build AI Agents with Microsoft Copilot Studio — 2026 Walkthrough
14-04-2025

Build AI Agents with Microsoft Copilot Studio — 2026 Walkthrough

Copilot Studio is Microsoft's low-code canvas for building custom AI agents that plug into Teams, Outlook, and your own systems. Here is what it does well, where it hits limits, and how Singapore organisations deploy it.

Will AI Agents Replace Jobs? A 2026 Singapore View
14-04-2025

Will AI Agents Replace Jobs? A 2026 Singapore View

The job-replacement debate is louder, but the evidence on the ground in 2026 is clearer: AI agents reshape work composition, not employment headcount. Here is what is changing in Singapore — and how to upskill for it.

The Rise of AI Agents in the Singapore Workplace (2026)
14-04-2025

The Rise of AI Agents in the Singapore Workplace (2026)

AI has moved from tool to teammate. In Singapore workplaces, agentic AI systems are running real workflows — triage, drafting, scheduling, follow-up. Here is the state of play, and what to do about it as a team lead.

Transform Work Processes with Agentic AI — A Singapore Playbook
13-04-2025

Transform Work Processes with Agentic AI — A Singapore Playbook

Agentic AI moves beyond assistants — agents accept goals, plan steps, and execute across systems. For Singapore Training Providers and operations teams, the practical question is which workflows to delegate, and which to keep human-led.

Workflow Automation with Agentic AI — Practical Patterns for 2026
25-07-2023

Workflow Automation with Agentic AI — Practical Patterns for 2026

Agentic AI takes workflow automation past the rule-based ceiling: agents reason about messy inputs, decide what to do, and call the right tools. Here are the patterns we deploy for Singapore operations teams.