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Field notes on AI agents, data and the systems around them
Practical writing from production work: what it takes to run agents, integrate systems with no API, and keep AI on infrastructure you control.
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Questions about these articles
More questions? Feel free to reach out.
Explore related services →What kind of articles are published here?
Focused technical explanations grounded in real platform work already documented on this site — covering decisions like no-API integration design, multi-tenant isolation, legacy-data reconciliation, and self-hosted AI operations — rather than generic industry explainers.
How are the technical claims in these articles verified?
Each article is grounded in a specific, named project documented on the Work page, and cites authoritative third-party sources where they support a general technical claim. MQ's own experience is kept clearly distinct from cited third-party documentation.
Who writes these articles?
Muhammad Muzammil Qureshi, Chief Technology Officer and Chief Operating Officer, writing directly from the architecture decisions and constraints of the platforms named in each article.
How often is this section updated?
New articles are added as real project work produces something worth documenting in this depth — there is no fixed publishing schedule.
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