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Layer 4 Human-Decision Compliance Instrumentation — measure adoption-decay and override patterns on one Product.ai surface

Build Layer 4 instrumentation on one Product.ai surface — the surface where the agent's recommendation reaches a human and the human acts on it, overrides it, or ignores it. Track override patterns, adoption-decay curves, cognitive switching cost signatures by user cohort. Output is a working instrumentation pipeline producing real Layer 4 metrics on real users. This is the layer every commercial LLMOps vendor (Galileo, Arize Phoenix, Patronus, LangSmith, Maxim AI, DeepEval) does NOT cover.

STEP 1 — APPLY

Apply: Layer 4 Human-Decision Compliance Instrumentation — measure adoption-decay and override patterns on one Product.ai surface

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FIT & LOGISTICS

Most of our roles are on-site or hybrid in Santa Monica. We need your own answers here — please don't rely on what's on your LinkedIn.

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If you encounter any issues submitting your application, please reach out to hiring@product.ai.