Writing

Notes & field reports

Practical write-ups on backend systems, AI automation, and the engineering decisions behind real products.

June 5, 2026 · 3 min read

RPA with UiPath: when to automate the UI instead of the API

Not every system has an API. A practical look at when UiPath RPA is the right tool, how to make UI automation resilient, and when an integration beats screen-scraping.

rpauipathautomation

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June 5, 2026 · 3 min read

Offline-first by design: the architecture behind Balyria

How Balyria, a personal finance app, keeps every financial record on-device with SQLite, MMKV, and Zustand — fast, private, and fully functional without a network.

offline-firstreact-nativearchitecturebalyria

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June 5, 2026 · 3 min read

Building an AI media pipeline with ComfyUI: from text-to-image to video

How I use ComfyUI as a node-based pipeline for text-to-image, image-to-image, and image-to-video — and why high-quality output is a pipeline, not a single prompt.

comfyuiai-mediagenerative-aiimage-to-video

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June 4, 2026 · 3 min read

Designing n8n automations that don't break in production

Practical patterns for reliable n8n workflows — idempotency, partial-failure handling, explicit error branches, and observability — so your automations survive the real world.

n8nautomationreliability

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