Distyl
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AI-Powered Data Analytics Platform
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Distyl NeuralDB
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Document Intelligence Platform
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Business Intelligence Dashboards
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Data Consulting
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DA
Data Integration Solutions
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Predictive Analytics Services
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Data Integration APIs
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EN
Enterprise Analytics Suite
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AI
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Frontend Product Engineer, AI Applications - Distyl AI | San Francisco or New York (hybrid) | $150K‑$250K salary
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Fine-tuning gets dismissed too quickly for structured output tasks in LLM applications
The default advice in most LLM communities is RAG first, fine-tuning only if RAG isn't working. I think that framing causes people to underuse fine-tuning for a specific category of problem where it clearly wins. Structured output tasks are one of them. If your application generates SQL, produces clinical documentation in a specific format, or requires consistent adherence to complex output schemas, fine-tuning embeds those constraints directly into model behavior. RAG can retrieve the right co
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评价
3.3
10条评价
工作生活平衡
2.5
薪酬
2.8
企业文化
3.2
职业发展
3.0
管理层
3.8
45%
推荐率
优点
Supportive and approachable management
Great team culture and colleagues
Good learning and growth opportunities
缺点
Heavy workload and frequent overtime
High expectations and stressful environment
Below industry standard salary
薪资范围
2个数据点
Senior
Senior/L5
Senior
1份报告
$182,500
年薪总额
基本工资
$170,000
股票
-
$144,500
$195,000
面试评价
3条评价
难度
3.0
/ 5
面试流程
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Application Review
2
Recruiter Screen
3
Technical Phone Screen
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Research Presentation
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Panel Interview
6
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