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Kingsfield · Writing

Writing

The arguments behind the product. Why generated citations fail, why a cloud tool puts a third party inside privileged work, and why bigger context windows do not buy accuracy.

June 2026On hallucination

The citation that looked perfect and did not exist

Generators fabricate citations at a measurable rate. Asking the same model to verify its own output does not find them.

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June 2026On privilege

The third party in your privileged work

Every cloud legal-AI tool routes your client's confidences through a vendor you do not control. Whether that waives privilege is an open question.

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June 2026On context rot

Why more context makes a model less reliable

The industry sells bigger context windows as the fix for accuracy. A 2024 study measured the opposite effect.

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Kingsfield

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v0.9.4 · 2026.05.26kingsfield.ai