Things I build, break, fix, and write about

9 November 2026
Security Advisory – 09 Nov 2026

Daily security advisory summary for 09 Nov 2026

8 November 2026
Agentic vulnerability reproduction with reachability

agentic vulnerability reproduction only works when the path is real, not just plausible. I have spent enough time chasing dead ends to know the...

8 November 2026
Security Advisory – 08 Nov 2026

Daily security advisory summary for 08 Nov 2026

7 November 2026
Prioritising Microsoft Patch Tuesday August 2026

Microsoft Patch Tuesday August 2026 is one of those releases where the order matters more than the headline count. I would patch the exploited flaw...

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13 October 2025
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13 October 2025
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Discover how to seamlessly integrate Microsoft 365 Copilot into your homelab using AI Tools. This practical guide outlines specific steps for setup, automating workflows, and improving security while...

12 October 2025
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12 October 2025
Managing OpenAI’s new tools for deployment

Explore effective strategies for managing OpenAI automation in your AI agent deployments. This article provides clear guidance on setting up environments, integrating APIs, and implementing best...

11 October 2025
Managing AI model bias in a DeepSeek homelab deployment

Integrating DeepSeek AI into your homelab presents unique challenges, particularly regarding model biases. This article explores identification and mitigation strategies to address these biases while...

10 October 2025
Auditing actions from personal AI assistants

Audit actions from personal AI assistants to protect data and show compliance. Capture account identity, timestamps, prompts or hashed references, action type and resource IDs. Send events to your...

9 October 2025
Automating the Touch Bar in macOS

Discover how to enhance your productivity with Touch Bar automation in macOS. This practical guide covers essential tools and straightforward steps to create custom shortcuts. Transform your Touch Bar...

9 October 2025
Using Microsoft Teams to automate task management

Discover how to enhance your task management using AI Agents in Teams. This guide offers practical steps for integrating these agents into your workflow, automating routine tasks, and improving...

8 October 2025
Building a plain risk scoring setup for your homelab

Enhance your homelab security with a data-driven Cyber Risk Management Framework. Learn to efficiently assess risks, automate responses, and fortify your network.