Field notes from SSG and AI services and building Agentic AI workflows.
AI Agents, LMS and TMS case studies from the Tertiary Infotech Academy.

Claude Code Multi-Agent Deployment: Goal Planning & Dream
Claude Code now ships goal planning, autonomous agent spawning, and a self-improving dream feature — giving enterprise teams multi-hour autonomous workflows with minimal prompting. Book a consult.

Chatbot RIP: Why AI Agents Are Taking Over in 2026
Chatbots only answer queries; AI agents solve the problem and perform the task — as a chat widget, as automation, or wired into your infrastructure. Here is where each one ends.

Vibe Coding: Why Domain Knowledge Is the Real Business Moat
Vibe coding made software cheap, so the code is no longer the moat. Domain knowledge — knowing exactly what your business needs — is. Here is how to use it.

Agentic RAG vs Classical RAG: Accuracy vs Speed
Classical RAG runs one linear retrieve-then-generate pass; agentic RAG adds a verify-and-retry loop that re-retrieves until the answer is grounded. Slower, more accurate — here's when each wins.

AWS Skill Builder for Singapore Teams — Pathway to AWS Certification and Proficiency
AWS Skill Builder is Amazon's official self-paced learning platform — interactive courses, hands-on labs, and practice exams for every AWS certification. Here is how Singapore companies use it to upskill cloud teams and earn AWS Proficiency.

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 Claude Code is Transforming Software Development
Discover how Claude Code is revolutionising the way developers write, review, and ship code—and what it means for tech training in Singapore.

OpenClaw Harness Engineering for MINDEF
Dr. Alfred Ang delivered a hands-on OpenClaw training session for 19 MINDEF participants, tracing AI's evolution from prompt engineering to harness engineering.

Why Kajima Chose AI Governance Training in 2026
How a leading construction firm tackled PDPA risk, copyright liability, and data leaks by upskilling staff on responsible generative AI — fully funded via WSQ and SFEC.

Charles & Keith: A Two-Day Generative AI Problem-Solving Workshop with 20 Cross-Functional Staff
On 30 March, Dr Alfred Ang ran a two-day WSQ-aligned workshop at Charles & Keith on Innovative Problem Solving with Generative AI. Twenty staff from Operations, Marketing, Finance, and HR brought their real frustrations — stock imbalance, slow marketing approvals, talent retention — and left with concrete GenAI workflows for each.

n8n Workshop for NTU: A One-Day Agentic AI Automation Training for 40 Developers
In December 2025 Tertiary Infotech Academy delivered a one-day n8n workshop to 40 NTU staff — mostly developers — covering AI agents, guardrails, security and webhooks, and why n8n is now an industry-standard automation layer.

Custom n8n Training for MSIG Staff — Security & Finance Automation
Tertiary Infotech Academy delivered a custom on-site n8n training for MSIG staff on 11 Nov 2025 — led by Dr. Alfred Ang, focused on security and finance automation, plus why n8n beats Flowise and Langflow for production.
