Things I build, break,
fix, and write about

14 October 2025
AI
Understanding the risks of AI hallucinations

Understanding AI hallucinations is crucial for ensuring reliable outputs in your homelab. This guide outlines practical strategies for AI Hallucinations Management, including system prompt safety, preflight checks, and conservative automation design. Implementing these measures can significantly reduce errors, enhance control, and safeguard your automation processes against unexpected failures.

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13 October 2025
AI
Cultural shifts needed for IT and security alignment

Discover the essential cultural shifts required for effective IT Security Integration in UK businesses. This article outlines common misalignments between IT and security teams, their impact on organisational resilience, and strategies to foster collaboration. Learn how to align teams, automate processes, and improve incident responses to enhance security outcomes and organisational efficiency.

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13 October 2025
Deals
Amazon Fire TV Stick 4K + 2 more Amazon tech bargains

Discover the Amazon Fire TV Stick 4K and two more tech deals this week.

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13 October 2025
AI
Integrating Microsoft 365 Copilot into your workflow

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 managing data effectively. Learn to streamline repetitive tasks and enhance productivity with AI-driven features tailored for a homelab environment.

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12 October 2025
AI
Managing tool sprawl in your homelab setup

Streamlining your homelab can enhance efficiency by reducing tool sprawl and minimizing tech burnout. Discover common pitfalls and practical solutions to optimize your setup.

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12 October 2025
AI
Managing OpenAI's new tools for effective 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 practices to ensure successful outcomes. Learn how to streamline processes and avoid common pitfalls, making OpenAI tools a reliable part of your automation toolkit.

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11 October 2025
AI
Managing AI model biases in DeepSeek 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 ensuring compliance and security. Learn practical steps for securing your deployment, logging effectively, and continuously monitoring outputs to reduce risks associated with AI model behaviour.

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10 October 2025
AI
Auditing actions when using 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 SIEM, set key alerts and retain logs for at least 180 days. Train staff on safe prompts and label sensitive files.

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9 October 2025
AI
Automating tasks with 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 into a powerful command centre, streamline tasks, and save time with verified workflows that replace menu hunting with a simple tap.

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9 October 2025
AI
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 collaboration. Learn to streamline meetings, manage agendas, and transform action items into tasks effortlessly. Boost productivity and reduce administrative burden with these effective strategies.

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