Programming over Prompting: The DSPy Framework
Prompt EngineeringAgent
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Hi, this is Chengshuo. I'm documenting my learning notes in this blog. Feel free to email me if there is any mistakes in the notes. 😉
Beyond Single Prompts: The Rise of Multi-Agent Systems
AgentSystem Design
Advanced Agentic Workflows: Plan-and-Solve and Reflexion
AgentPrompt Engineering
Taming the Oracle: Strategies for Mitigating LLM Hallucinations
LLM EvaluationPrompt Engineering
The Evolution of LLM Evaluation: From Static Benchmarks to Chatbot Arena
LLM EvaluationAlignment
Modern Text Embeddings: Contrastive Learning and Matryoshka Representations
Embedding & Vector DatabaseLLM Fundamentals
Hitting the Data Wall: Scaling Laws and Rise of Synthetic Data
LLM FundamentalsSupervised Fine-tuning
The Critical Role of Data Quality in Instruction Tuning: Insights from LIMA
Supervised Fine-tuningLLM Fundamentals
Teaching Machines Morals: The Promise of Constitutional AI
AlignmentAI Safety
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