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Thinking on AI, automation, and how we work.

Guide

One Mac Mini, Multiple AI Assistants: A Setup That Actually Works

15 April 2026

Anthropic's April 2026 policy change killed flat-rate access for third-party AI tools. Here's how we turned a Mac Mini into a shared AI agent server — one per user, fully isolated, running 24/7.

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Guide

Singapore AI Tax Deduction 2026: What SMEs Need to Know About the Current Guidance

13 April 2026

Singapore's Budget 2026 introduced a 400% tax deduction on qualifying AI expenditure under the EIS — but the full details aren't published yet. Here's what's confirmed, what's pending, and what your business should do now.

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Case Study

From Hours to Minutes: How We Automated Risk Assessment for a Singapore Engineering Firm

12 April 2026

A Singapore engineering firm was spending hours on every WSH Risk Assessment. We built an AI system that generates compliant, print-ready documents in minutes — delivered via WhatsApp.

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