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AI Model Improvement & Evaluation
Improve technical AI outputs with expert evaluation, adversarial prompts, and scientific pressure-testing.
Overview
AI systems can sound authoritative while missing physics, manufacturability constraints, boundary conditions, or commercial reality. Sween Solve helps teams improve model performance in scientific, engineering, manufacturing, and business domains by combining LLM workflow experience with nearly two decades of advanced materials and hardware commercialization judgment.
What We Deliver
- Prompt engineering and evaluation-rubric design for technical domains
- Hallucination detection and scientific plausibility review of AI outputs
- Benchmark-style task generation and adversarial tests for materials, manufacturing, and hardware topics
- Expert review of subtle errors in physics, mechanisms, assumptions, and commercial conclusions
- Codex and coding-agent supervision for analysis, spreadsheet models, scientific computation, and document processing
Deliverables
- ›Technical prompt set and evaluation rubric
- ›Hallucination and plausibility review report
- ›Adversarial benchmark tasks with expected reasoning criteria
- ›AI-assisted workflow recommendations for technical teams
Ideal For
- ›AI teams improving model performance on advanced science, engineering, or hardware tasks
- ›Companies deploying LLMs into materials, manufacturing, semiconductor, defense, or commercialization workflows
- ›Evaluation teams needing high-signal technical prompts and expert answer rubrics
- ›Organizations that need a domain expert to pressure-test AI-generated technical recommendations
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