Prompt Engineering Tutorial

AutoGPTs are self-healing code generators

GPT-4 adapts automatically by evaluating, testing and improving the code. AutoGPTs automate entire cognitive workflows.

Teemu Maatta
7 min readApr 3, 2023

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Photo by Brooke Lark on Unsplash

Introduction

Prompts programs — such as AutoGPTs¹, adapt code in fully-autonomous manner.

Large enterprises, such as Microsoft’s InferFix², are already using Autonomous Self-healing Software Systems³ to debug code internally. Self-healing workflows detect anomalies and diagnose errors automatically³.

Originally Naqvi et al.³ planned mainly data-driven approaches for Self-healing software. I see major development here.

Self-healing software requires now only Prompt engineering with LLM, such as GPT-4 or Claude.

The scope is not just debug of code through Fully-autonomous code generation.

LLMs enable automation of cognitive workflows.

The techniques are quickly developing: Self-Refine⁴, REDA⁵, BabyAGI⁸, HuggingGPT⁹, Generative Agents¹⁰, CAMEL¹¹ and SELF-DEBUGGING¹². AutoGPTs automate entire cognitive workflows. Prompts are the new…

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Teemu Maatta

Author (+200k views) in Artificial General Intelligence. Autonomous Agents. Robotics. Madrid.