Efficient State Retrieval Patterns Forge College

Summary

Want faster, cheaper reads from nested mappings and structs in Solidity? How do you design Solidity events so off-chain monitors are reliable, Why do storage design decisions matter for high-throughput blockchains? The choice of where and how data lives directly ... Why does a RAG system sometimes Why do some decentralized apps feel clumsy and error-prone while others guide users smoothly to completion? This lesson turns ... How do you design compressed NFT (cNFT) systems that stay cost- Presented live 9/16 at Postgres Meetup for All pgmt is an open-source Postgres migration tool built on a simple idea: you maintain ... How can RAG combine results from semantic search and keyword search to find better context? The answer is RRF — Reciprocal ... Fine-tuning bakes knowledge into weights at training time. What if the facts change tomorrow? RAG retrieves relevant documents ...