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.
Where Do You Submit a CASL Course Application? An SSG Tier 2 Step-by-Step for Singapore Training Providers
Short answer: same portal as WSQ — Training Partners Gateway (TPGateway) — but a different application track. From 31 December 2025, Tier 2 SSG funding flows to courses where at least 50% of skills are on the Course Approval Skills List (CASL). Here is the step-by-step Singapore Training Providers actually need.
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.
The SSG-Integrated TMS Every Singapore ATO Needs in 2026 — Self-Hosted, AI-Powered, Audit-Ready
If you run a Singapore ATO, SSG now expects your TMS to talk to TPGateway natively. Here is what the requirement actually means, why a self-hosted AI-powered TMS beats a SaaS rental, and how to deploy one from our open GitHub repo without vendor lock-in.
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.