Disclaimer
Last updated 28 September 2026
Personal opinions and views
All content published on g3ddy.com represents my personal thoughts, opinions, and experiences as Geddy. The views expressed on this blog are solely my own and do not reflect the opinions, positions, or policies of any current or former employer, client, or organisation I am or have been associated with.
Professional experience
While I draw upon my professional experience in engineering leadership, AI innovation, and product thinking, the insights and conclusions presented here are my own interpretations and should not be attributed to any organisation I work or have worked with.
Use of AI in the content
Most of the writing on this blog is AI-assisted. The ideas, opinions and experiences are my own; I use AI tools to give them structure and form — drafting, editing and tightening the prose around my own notes and thoughts.
Some articles are generated by AI from material I have collected, at my request and on a topic I chose. Where such an article has not been fully reviewed by me, it opens with an AI-generated content notice. Hero images and audio narrations of articles are AI-generated as well.
AI can get things wrong. Not every article is checked line by line, so AI-generated passages may contain inaccuracies, outdated information or misattributions. Treat the content as a starting point, verify anything you intend to rely on, and see Accuracy and currency below. If you spot an error, please let me know.
No professional advice
The content on this blog is provided for informational and educational purposes only. It should not be construed as professional advice — whether technical, legal, financial, or otherwise. Always consult with qualified professionals for specific advice related to your situation.
Accuracy and currency
While I strive to provide accurate and up-to-date information, the technology landscape evolves rapidly. Content may become outdated, and I make no guarantees about the completeness, reliability, or accuracy of the information presented. Use the information at your own discretion and risk.
External links
This blog may contain links to external websites and resources. I am not responsible for the content, accuracy, or opinions expressed on these external sites. Links are provided for convenience and do not imply endorsement.
Affiliate relationships and compensation
This blog contains affiliate links to products and services that I personally use or have evaluated. If you click on an affiliate link and make a purchase or sign up for a service, I may receive a commission at no additional cost to you.
The presence of an affiliate link does not influence my editorial content, reviews, or recommendations. I maintain complete editorial independence and only recommend products or services that I believe provide genuine value to readers.
Articles containing affiliate links will display a disclosure notice at the beginning of the post. The specific affiliate relationships and policies are detailed in the Privacy Policy.
Code examples and technical content
Code examples and technical implementations shared on this blog are provided as-is for educational purposes. They may not be production-ready and should be thoroughly tested and adapted to your specific requirements before use in any production environment. I am not liable for any issues arising from the use of code or techniques described here.
Changes to this disclaimer
I reserve the right to update or modify this disclaimer at any time. Changes will be posted on this page with an updated date. Your continued use of this blog after any changes constitutes acceptance of the updated disclaimer.
Contact
If you have any questions about this disclaimer, please reach out via LinkedIn.