The skill of Prompt Engineering has been touted as the ultimate skill of the future. But, will prompt engineering be around in the near future? In this article I attempt to decompose how the future LLM interface might look like…considering it will be conversational. — I’m currently the Chief Evangelist @ HumanFirst. I explore & write about all things at the intersection of AI & language; ranging from LLMs, Chatbots, Voicebots, Build Frameworks, natural language data productivity suites & more.

A recent study coined the term LLM Drift. LLM Drift is definite changes in LLM responses and behaviour, over a relatively short period of time. — I’m currently the Chief Evangelist @ HumanFirst. I explore & write about all things at the intersection of AI & language; ranging from LLMs, Chatbots, Voicebots, Build Frameworks, natural language data productivity suites & more. LLM Drift refers to significant alterations in LLM responses over a brief timeframe. It has…

This article considers the process, speed and data requirements to create a fine-tuned model. On 22 August 2023 OpenAI announced the availability of fine-tuning for GPT-3.5 Turbo; with GPT-4 fine-tuning being available towards the end of the year. RAG has received much attention of late, but there is a definite requirement for fine-tuning. — I’m currently the Chief Evangelist @ HumanFirst. I explore & write about all things at the intersection of AI & language; ranging from LLMs, Chatbots, Voicebots, Build Frameworks, natural language data productivity suites & more.

Prompt Chaining can be performed manually or automatically; manual entails crafting chains by hand, via a GUI chain building tool. Autonomous Agents create chains on the fly as they execute and make use of the tools at their disposal. Both these approaches are susceptible to cascading, LLM and prompt Drift. — I’m currently the Chief Evangelist @ HumanFirst. I explore & write about all things at the intersection of AI & language; ranging from LLMs, Chatbots, Voicebots, Build Frameworks, natural language data productivity suites & more.

This study from August 2023 considers 10 different prompt techniques, over six LLMs and six data types. — I’m currently the Chief Evangelist @ HumanFirst. I explore & write about all things at the intersection of AI & language; ranging from LLMs, Chatbots, Voicebots, Development Frameworks, Data-Centric latent spaces & more. This study compared 10 different zero-shot prompt reasoning strategies over six LLMs (davinci-002, davinci-003, GPT-3.5-turbo, …

SmartLLMChain is a LangChain implementation of the self-critique chain principle. It is useful for particularly complex question answering; following a cycle of ideation, critique and resolve. — I’m currently the Chief Evangelist @ HumanFirst. I explore & write about all things at the intersection of AI & language; ranging from LLMs, Chatbots, Voicebots, Development Frameworks, data productivity suites & more.

The term Language Model Cascading (LMC) was coined in July 2022, which seems like a lifetime ago considering the speed at which the LLM narrative arc develops… — I’m currently the Chief Evangelist @ HumanFirst. I explore & write about all things at the intersection of AI & language; ranging from LLMs, Chatbots, Voicebots, Development Frameworks, Data-Centric latent spaces & more. Introduction This is one of the most interesting papers I have read in a long time, the fact…

The Three-of-Thought (ToT) technique takes inspiration from the way human minds solve complex reasoning tasks by trial and error. In this approach, the mind explores the solution space through a thought process resembling a tree, enabling backtracking when needed. This article considers the ToT research paper and how LangChain implemented the ToT approach. — I’m currently the Chief Evangelist @ HumanFirst. I explore & write about all things at the intersection of AI & language; ranging from LLMs, Chatbots, Voicebots, Development Frameworks, Data-Centric latent spaces & more.

Rivet is suited for building complex agents with LLM Prompts, and it was Open Sourced recently. — I’m currently the Chief Evangelist @ HumanFirst. I explore & write about all things at the intersection of AI & language; ranging from LLMs, Chatbots, Voicebots, Development Frameworks, Data-Centric latent spaces & more. In essence Rivet is a no code to low code prompt chaining GUI which is focussed on…