AAAbstract Algorithmsinabstractalgorithms.hashnode.dev·Jul 2 · 1 min readBloom Filter MembershipA Bloom filter is a space-efficient probabilistic data structure used to test whether an element is a member of a set. It can return a false positive (it says an item is in the set, but it isn't), but00
AAAbstract Algorithmsinabstractalgorithms.hashnode.dev·Jul 2 · 1 min readTCP vs UDP in a NutshellTransport layer protocols define how packets of data are transmitted across networks. The choice between TCP and UDP is a choice between reliability and speed. ⚖️ Protocol Matrix TCP (Transmission Con00
AAAbstract Algorithmsinabstractalgorithms.hashnode.dev·Jul 2 · 1 min readMedallion Architecture LayersThe Medallion Architecture describes a data design pattern that logically organizes data quality layers inside a lakehouse (like Delta Lake or Iceberg). 📊 Data Flow Layers Raw Sources ──► [ Bronze: R00
AAAbstract Algorithmsinabstractalgorithms.hashnode.dev·Jul 2 · 1 min readQuantization: GPTQ vs AWQQuantization reduces the memory footprint of an LLM by converting weight numerical values from 16-bit floating points (FP16) to 4-bit or 8-bit integers. This allows massive models to run on affordable00
AAAbstract Algorithmsinabstractalgorithms.hashnode.dev·Jul 2 · 1 min readStateful Agents with LangGraphWhile linear chains (input -> LLM -> output) are great for simple tasks, agentic workflows require cycles (e.g., run tool, evaluate result, decide to run another tool). LangGraph models these cycles u00