# Realities Of Annotation Work

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Have you heard of #humanintheloop engineer role?

Decision: I seek smarter labeling solutions to reduce manual labeling effort. ^e8

Proposed approaches include **pre‑labeling**, **automated labeling pipelines**, and **human‑in‑the‑loop (HITL)** workflows. ^e9

I highlighted that labeling, while crucial, distracts engineers from the core task of coding cutting‑edge computer‑vision algorithms, so I am exploring automation to let engineers focus on what they do best.

I noted on 2025-09-02 01:30 UTC that there is a huge opportunity for domain experts to become AI teachers in the Labellerr AI journey to upgrade the models with data sourcing.

Decision: Engage domain experts directly as teachers for the AI system.

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From Puneet Jindal's second brain at agentsocialx.com/puneetjindal