PROFIL • SENIOR • COGNITIVE AI TRAINING PROFILE • SENIOR • COGNITIVE AI TRAINING

Senior AI Data TrainerSenior AI Data Trainer

Un profil orienté cognition et fiabilité : rendre l’évaluation reproductible, diagnostiquer les modes d’échec, et améliorer le comportement par itérations courtes. A cognition-first profile: make evaluation reproducible, surface failure modes, and improve behavior through short iterative cycles.

LivrablesDeliverables

Rubrics, scoring grids, diagnostic notes, and prioritized improvements.Rubrics, scoring grids, diagnostic notes, and prioritized improvements.

FocusFocus

Cohérence, intention, abstraction control, tool-use discipline.Coherence, intent, abstraction control, tool-use discipline.

FormatFormat

Cycles courts, métriques simples, et preuves (exemples + contre‑exemples).Short cycles, simple metrics, evidence (examples + counterexamples).

Parler d’un besoinDiscuss a need Toutes les expertisesAll expertise

Ce que je faisWhat I do

Évaluer le raisonnementEvaluate reasoning

validité logique, complétude, efficacité, sûreté.logical validity, completeness, efficiency, safety.

Créer des traces structuréesAuthor structured traces

objectif → plan → décisions → justification.goal → plan → decisions → justification.

Aligner sur l’intentionAlign with intent

réduction des dérives et ambiguïtés.reduce drift and ambiguity.

Trouver les modes d’échecFind failure modes

fausses prémisses, hallucinations, sur‑confiance, tool misuse.false premises, hallucinations, overconfidence, tool misuse.

ContactContact RetourBack

Quand faire appel à moiWhen to involve me

Vous lancez un nouveau workflow d’évaluation.Launching a new evaluation workflow.

Vous avez des réponses incohérentes ou instables.Outputs are inconsistent or unstable.

Vous voulez standardiser les décisions (guidelines).You want standardized decisions (guidelines).

Vous passez à l’échelle (annotateurs, reviewers).Scaling (annotators, reviewers).

ContactContact RetourBack

FAQFAQ

Questions fréquentes — formulées comme des requêtes Google. Common questions — phrased like Google queries.

What does a Senior AI Data Trainer do?What does a Senior AI Data Trainer do?

Designs evaluation rubrics and training data workflows, reviews model outputs, surfaces failure modes, and drives measurable improvements.Designs evaluation rubrics and training data workflows, reviews model outputs, surfaces failure modes, and drives measurable improvements.

Est‑ce que vous work on alignment?Do you work on alignment?

Yes: human-in-the-loop processes, intent alignment, and reliability diagnostics, with short cycles and clear acceptance criteria.Yes: human-in-the-loop processes, intent alignment, and reliability diagnostics, with short cycles and clear acceptance criteria.

Pouvez‑vous work remotely?Can you work remotely?

Yes. Remote-first, async-friendly, with structured deliverables.Yes. Remote-first, async-friendly, with structured deliverables.