Error codes

coding, computer, hacker, hacking, html, programmer, programming, script, scripting, source code, coding, coding, coding, coding, computer, computer, hacker, hacker, hacker, hacker, hacker, hacking, hacking, programming, programming

There is no error code in the answers that are provided by AI prompts. It will return an answer that is the best fit to the prompt or the question, but it does not tell you the probability that it is not correct or that it is low probability of answer. The conversational AI will not return a probability function though it does follow a reasoning model. An easy example is to ask your AI model to create a picture of you based on your resume or based on your characteristics that you describe. It will create a face that is a representation of you but it is not you and it cannot create the exact you. That is expected. However what is unusual is that it does not give you an error on what it created nor does it actually tell you that it is not true.

Observability is important and human in the loop may be critical.

Similar Posts

  • |

    Virtual cell

    Hani Goodrazi – Arc institute has been working on virtual cell. Drugs fail due to overfit experimental models, You need screen drugs with better models of human biology. Geneva is platfrom that brings tumor models into perturbation model – that is a transcriptomics assay that deconvolves into effect. Take multiple cell line and then treat…

  • Language of Graphics

    Key IDEA: Chart types are great shortcuts but graphics are really sophisticated visual structures GoFish language for python using the Gestalt grouping principle. It can make graphics or chart that can display the messages that are intentional. .mark() – what shape to draw at each postion and what channels to encode part to whole relationships…

  • Tools for critique of art – open source

    Good publication to review material: CognArtive: Large Language Models for Automating Art Analysis and Decoding Aesthetic Elements at https://arxiv.org/html/2502.04353v1 And the wonderful visualization to analyze the data over the years that was derived from WikiArt. https://cognartive.github.io Autocritic: an open-source system that uses classic art theory to evaluate images and steer generative systems. It distills historical…

  • Controls and standards

    Controls and standards: Often times it is easy to get lost in the process of image quantitation rather than controlling the parameters. For example, it is easy to start writing the specifications of the camera, intensity of light, how many pixels per inch while having no control of what can be done. Next time doing…

  • |

    AI for drug discovery

    There are many companies that promise AI for drug discovery such as ChatGPT from OpenAI, Anthropic’s AI suite and Perplexity and there are more companies coming up too. One specific company that is unusual is that it seems to be promising much more deeper understanding of the drug discovery pathways then the others. It can…