Insights

This section serves as an ongoing resource for lawyers integrating artificial intelligence into daily practice. Each article examines specific operational, ethical, or compliance issues arising from the use of generative AI.

New articles are added periodically. Readers may wish to review this page from time to time for updates.

Office with a laptop and mini computer box on desktop. The door is closed to the office.

Apr 20, 2026

Local AI for Lawyers: Run AI Models on Your Own Hardware Without the Cloud

This article explains how lawyers can use local AI without relying on the cloud, what hardware is sufficient, and where the real limits begin.

Microsoft. “Data, Privacy, and Security for Microsoft 365 Copilot.” (January 15, 2026). https://learn.microsoft.com/en-us/copilot/microsoft-365/microsoft-365-copilot-privacy#microsoft-365-copilot-and-data-residency Microsoft. “Canada Privacy Laws.” (January 15, 2026). https://learn.microsoft.com/en-us/azure/compliance/offerings/offering-canada-privacy-laws Smith, Brad, (Vice Chair & President of Microsoft). “Microsoft Deepens Its Commitment to Canada with Landmark $19B AI Investment” https://blogs.microsoft.com/on-the-issues/2025/12/09/microsoft-deepens-its-commitment-to-canada-with-landmark-19b-ai-investment/ Microsoft (December 9, 2025) Appleton, Barry. “Whose Law Governs Canadian Data? The CLOUD Act, Digital Sovereignty.” Substack. (January 4, 2026) https://barryappleton.substack.com/p/whose-law-governs-canadian-data-the Canada. “Government of Canada White Paper: Data Sovereignty and Public Cloud.” (October 31, 2025) https://www.canada.ca/en/government/system/digital-government/digital-government-innovations/cloud-services/digital-sovereignty/gc-white-paper-data-sovereignty-public-cloud.html Canada. “Government of Canada White Paper: Data Sovereignty and Public Cloud.” (October 31, 2025) https://www.canada.ca/en/government/system/digital-government/digital-government-innovations/cloud-services/digital-sovereignty/gc-white-paper-data-sovereignty-public-cloud.html In 2025, Microsoft introduced a basic "Copilot Chat" feature, which is included at no extra cost with most Microsoft 365 subscriptions (personal, family, business). It also has a more robust Copilot. Microsoft. “Microsoft 365 Copilot and Data Residency.” (January 15, 2026). https://learn.microsoft.com/en-us/copilot/microsoft-365/microsoft-365-copilot-privacy#microsoft-365-copilot-and-data-residency Law Society of British Columbia. “Practice Resource: Guidance on Professional Responsibility and Generative AI.” (October 11, 2023). https://www.lawsociety.bc.ca/Website/media/Shared/docs/practice/resources/Professional-responsibility-and-AI.pdf Law Society of Saskatchewan. “Guidelines for the Use of Generative Artificial Intelligence in the Practice of Law.” (February 2024). https://www.lawsociety.sk.ca/wp-content/uploads/Law-Society-of-Saskatchewan-Generative-Artificial-Intelligence-Guidelines.pdf Law Society of Ontario. “White Paper: Licensee Use of Generative Artificial Intelligence.” (April 2024). https://lawsocietyontario-dwd0dscmayfwh7bj.a01.azurefd.net/media/lso/media/lawyers/practice-supports-resources/white-paper-on-licensee-use-of-generative-artificial-intelligence-en.pdf Canadian Bar Association. “Ethics of Artificial Intelligence for the Legal Practitioner – Guidelines Relating to Use.” (October 2024). https://www.cba.org/resources/practice-tools/ethics-of-artificial-intelligence-for-the-legal-practitioner/

Apr 20, 2026

AI Risk, Education, Privacy

Late Night and Weekend Legal Work: Is Your Microsoft 365 Plan Putting Client Data at Risk?

Many lawyers use Microsoft 365 after hours without realizing that personal, family, and business plans can create very different privacy and data handling risks. This […]

Apr 20, 2026

AI Risk, Privacy

Where Client Information Actually Leaks When Lawyers Use Generative AI

A partner redacts client names from a merger agreement, pastes the document into an AI tool to draft disclosure schedules, and assumes confidentiality has been […]

Jenga tower with blocks labelled facts, context, AI output, and responsibility, illustrating AI accountability in legal practice

Apr 20, 2026

Understanding AI and Why Professional Judgment Matters More Than Ever

AI tools can assist with analysis, but they do not replace professional judgment. This article examines the limits of AI and the role of verification, context, and accountability in legal practice.

Apr 20, 2026

Prompting AI for Legal Work: Why Persona Fails and Structure Works

Lawyers often prompt AI as though it were a junior associate with motives, pressure, and ambition. This article explains why that approach usually fails, and why structured instructions, ranked outputs, quoted text, and defined failure conditions produce stronger legal analysis.

Apr 20, 2026

The Echo Chamber: Why AI Bias Hardening Is a Greater Risk Than Hallucination

Summary The risk: The real risk is not that the AI will lie to you. It will agree with you, fluently, thoroughly, and at length, when what you needed was a challenge. The mechanism: AI generates text by predicting what should come next based on everything you have already said. A confident, well-framed prompt produces […]