Why This Role Stands Out
This high-impact role at SATCON Inc offers you the chance to shape cutting-edge AI systems while enjoying the flexibility of a hybrid work environment. You will thrive here if you are a data-driven engineer who excels at building robust evaluation harnesses and solving complex statistical challenges at scale. Apply today to advance your career by tackling sophisticated technical problems within a forward-thinking team.
Quick Overview
Seniority
Mid Senior
Work mode
Hybrid
Location
United States
Posted
22 hours ago
GDPRHIPAALLMPython
Job Description
Role: Sr AI Engineer
Duration: 1 year Contract
REQUIRED
Evaluation harness ownership. Has personally built an evaluation harness for a non-deterministic system and used it to make a consequential decision shipping, killing, or choosing between approaches on evidence. Candidates who cannot evidence this are not shortlisted.
- Measurement and statistics. Hypothesis testing, confidence intervals, sample sizing, variance under non-determinism; field-level precision, recall and F1 versus end-to-end accuracy; calibration; and the difference between a metric that moved and a system that improved.
- Dataset and error-analysis discipline. Sampling and stratification, annotation protocol, inter-annotator agreement, dataset versioning, label-budget efficiency, and finding the subpopulation a healthy headline metric conceals.
- Production extraction and retrieval. Both at scale, as described above.
- Expert Python 3.11+. Asyncio, enforced type annotations, Pydantic v2 modeling, packaging, profiling. Minimum five years in production, including services the candidate operated.
- Event-driven services and safe change. Idempotency, deduplication, dead-letter handling, replay and backfill; schema evolution, API versioning, coordinated rollout and rollback.
- Regulated personal data. Classification, minimization, redaction, retention, and least-privilege identity with managed secrets.
PREFERRED
- Agentic orchestration in production, and model economics token accounting, caching, and a defensible cost per processed unit.
- Online experimentation: shadow deployment, A/B and interleaved comparison, guardrail metrics, and reviewer corrections as a ground-truth stream.
- Drift detection, classical ML where it beats an LLM, and a considered position on LLM-as-judge.
- Fine-tuning, adapter training, distillation, or systematic prompt optimization.
- Analytical fluency at warehouse scale, and the discipline to move analysis out of notebooks into reproducible pipelines.
- Regulated delivery under FERPA, HIPAA, GDPR, PCI-DSS, or SOX.
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