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Engineering notes
Writing
Practical lessons on building production SaaS, software architecture, AI systems and technical leadership.
01
Jul 27, 2026
AI systems
reliability
Deterministic gates make AI systems more reliable
Reliable AI workflows establish evidence with deterministic checks before asking a model to interpret meaning or recommend action.
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02
Jul 20, 2026
AI systems
content engineering
Content pipelines need receipts, not just drafts
A useful AI publishing system preserves research, claim review and delivery evidence instead of returning an isolated block of prose.
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03
Jul 13, 2026
Next.js
performance
Why a professional portfolio should be static first
A portfolio can keep rich content, strong SEO and a working contact path without turning every page into a runtime application.
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