[ 02 ]
ARTICLES

Writing on model integrity.

What actually changes when you fine-tune, quantize, or ship a language model — and how to know before your users find out.

[ 01 ]
June 2026

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Why Base-Model Benchmarks Fail After Fine-Tuning

The benchmark describes a checkpoint that no longer exists.

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[ 02 ]
June 2026

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Model Integrity Testing Is Not Red Teaming, Evals, or Guardrails

Three reasonable guesses. All three wrong in instructive ways.

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[ 03 ]
June 2026

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The Release Gate Your Model Pipeline Is Missing

Code does not reach production without passing tests. Models do.

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EARLY ACCESS

If any of this describes your pipeline, SichGate runs the adversarial battery and gives you the differential before you ship.

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