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Thinking Out Loud

Practical legal analysis for AI founders, CTOs, and investors navigating technology transactions in Singapore and Southeast Asia.

FeaturedAI & Tech

The AI Founder's M&A Due Diligence Checklist for 2026

A comprehensive guide to the unique due diligence considerations that AI founders face when navigating an acquisition — from model provenance and training data rights to AI governance frameworks and regulatory compliance under Singapore's evolving PDPA and Model AI Governance Framework.

Jonathan Lim15 February 202612 min read

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Startup

SAFE vs Convertible Notes: A Singapore Perspective

Comparing Y Combinator's SAFE instrument with traditional convertible notes for Singapore-incorporated AI startups, including key differences in valuation caps, discount rates, and conversion mechanics under Singapore company law.

10 min read1 February 2026

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Regulatory

Cross-Border Data Transfer in ASEAN: What AI Companies Need to Know

Navigating the complex web of data protection regulations across ASEAN member states, with a focus on practical compliance strategies for AI companies transferring training data and model outputs across borders.

12 min read20 January 2026

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M&A

5 Legal Pitfalls in Tech Acquisitions Under $50M

The most common legal mistakes we see in mid-market technology acquisitions — and how to avoid them. From incomplete IP assignments to overlooked change-of-control clauses in key contracts.

8 min read15 January 2026

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Regulatory

Singapore's AI Governance Framework: A Practical Guide for Startups

A practical breakdown of Singapore's Model AI Governance Framework and IMDA's AI Verify toolkit — what it means for your startup, how to implement it, and why proactive compliance is a competitive advantage.

14 min read10 January 2026

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AI & Tech

Preparing Your AI Startup for Acquisition: A 12-Month Roadmap

A month-by-month legal and commercial roadmap for AI founders who want to maximize their exit value — covering IP clean-up, contract hygiene, regulatory compliance, and the operational changes that sophisticated buyers look for.

15 min read20 December 2025

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Market Analysis

PE Fund Activity in Southeast Asian AI: 2025 in Review

An analysis of private equity deal flow in Southeast Asian AI companies throughout 2025 — key trends in valuations, deal structures, sector focus, and what we expect for 2026.

13 min read15 December 2025

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Startup

Structuring Your Series A: Legal Considerations for AI Companies

Key legal considerations for AI companies raising Series A in Singapore — from preferred share structures and investor protections to ESOP pools, board composition, and regulatory disclosures.

11 min read1 December 2025

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