拆解大模型交付深水区：如何用 Schema 推理构建高确定性的 AI 工程体系
“Imagination is the key ingredient to a happy life.” — Unknown
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Highly Distinguish pty. ltd.
Deep Learning
GPU Computing
NLP Research
Machine Learning
import torch
model.cuda()
transformer.forward()
Latest Articles
Taming the Chaos: The Hidden Power of Schema Reasoning in Production AI
“Imagination is the key ingredient to a happy life.” — Unknown
为什么你的 RAG 永远读不懂财报？
“Whatever is worth doing is worth doing well.” —— 某位不愿透露姓名的硅谷架构师（作者早期文章）
Schema Validation: The Cost of Missing the Visibility Layer
“Whatever is worth doing is worth doing well.” – John Ruskin
从0到1构建智能系统：心智模型与工程实践
“The best way to predict the future is to create it.” — Alan Kay
The Schema That Broke Compliance
🎥 Opening Scene: The Compliance Officer’s Dilemma
AI Technical Expertise
Deep Learning
Focus on neural network architecture design, model optimization, and large-scale training, covering cutting-edge technologies such as CNN, RNN, and Transformer.
GPU Programming
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Natural Language Processing
Specialized in NLP research and application development, including text analysis, language models, machine translation, and conversational systems.
Machine Learning Engineering
End-to-end ML system design, from data preprocessing to model deployment, building scalable AI solutions.