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Aug 2, 2025
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Why We Stopped Relying on Proprietary LLMs

Our journey from easy API integrations to a self-hosted MLOps stack, driven by cost scaling and data privacy concerns.

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Jun 9, 2025
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Why We Reconsidered AI for a Tax Product

How building a tax product forced us to rethink proprietary AI models.

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Mar 29, 2025
ai tax product trust founder-notes

Why AI Is a Good Fit for Tax Guidance

Why we chose AI as the interface for tax guidance, and where its role clearly ends.

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Mar 4, 2025
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Why Filing Taxes in Japan Is Still Hard (and What We’re Trying to Fix)

The real-world problem behind HelpMyTaxes.jp and why we decided to build it.

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