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architecture

3 posts tagged “architecture”.

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June 22, 2026 · 7 min read

Context Engineering: How I Turned a Coding Assistant Into a Teammate

How a few folders of Markdown turned a stateless coding assistant into a teammate that compounds — and why the system looks a lot like good management.

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June 20, 2026 · 4 min read

Adding a Paid Tier Without Betraying Local-First

Toldari keeps all your data on your device, with no account and no backend. Adding a paid cloud tier meant storing data off-device for the first time, which is a one-way door for a privacy-first product. Here is the model I used to walk through it without breaking the promise.

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June 14, 2026 · 4 min read

Infrastructure as Code May Say Everything Is Fine. Sometimes It's Wrong.

Claude's infrastructure template passed the dry run clean, then the real deploy failed five times over. A green preview proves the template is consistent, not that it will deploy, and knowing that gap is the review I had to bring.

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