SebastianLLM Agents: Custom Tools in AutogenLarge Language Models used as agents promise automatic task solution and to promote LLM usage to the next level. Effectively, an agent is…Sep 30Sep 30
SebastianLLM Agents: Introduction to AutogenIn my ongoing quest to design a question-answer system, agents are the final available design. An LLM agent is an instance of an LLM with a…Sep 23Sep 23
SebastianLangChain: Building a local Chat Agent with Custom Tools and Chat HistoryThe LangChain library spearheaded agent development with LLMs. When running an LLM in a continuous loop, and providing the capability to…Sep 16Sep 16
SebastianAdvanced LangChain: Memory, Tools, AgentsLarge Language Models (LLMs) are complex neural networks of the transformer architecture with millions or billions of parameters. Trained…Sep 9Sep 9
SebastianRetrieval Augmented Generation Frameworks: AutoGenWith an Retrieval Augmented Generation (RAG) framework, documents relevant for a given user query can be extracted from a database and used…Sep 21Sep 21
SebastianRetrieval Augmented Generation Frameworks: HayStackLarge Language Models need accurate and up-to-date information when generating text for specific domains or with content from private data…Aug 26Aug 26
SebastianRetrieval Augmented Generation Frameworks: LangChainLarge Language Models have one crucial limitation: They can only generate text determined by the training material that they consumed. To…Aug 12Aug 12
SebastianQA System Design with LLMs: Prompt EngineeringLarge Language Models are vast neural networks trained on billions of text token. They can work with natural language in a…Jul 29Jul 29
SebastianQA System Design with LLMs: Practical Instruction Fine-Tuning Gen3 and Gen4 modelsLarge Language Models are vast neural networks trained on billions of text token. They can work with natural language in a…Jul 15Jul 15
SebastianInstruction Fine-Tuning: Dataset and Library LandscapeLarge Language Models have fascinating abilities to understand and output natural language texts. From knowledge databases to assistants…Jul 11Jul 11
