Observability

Close-up view of binoculars on a surface with sunset reflection in lenses.

Observability is important for AI and AI tools. It is the ability to monitor them for token usage, response quality and model drift. Typically, an AI system is monitored through logs, traces and metrics but an AI system on AI agent may need other metrics. Troubleshooting a complex AI system that produces its output probabilistically is much more difficult since subtle changes in the input layer may change the output and hence a very different observability metric is needed. The requirement may be simple – decrease the hallucinations, and latency while removing any observable bottlenecks.

Check out this AI observability video : https://www.youtube.com/watch?v=v_SPcIGOJvs

Similar Posts

  • Detection of AI created content

    As AI has progressed generating code, writing, music or other intelligent language based skills through an LLM there is a parallel growth in detection of AI generated content.  Like everything AI, it is a probability game. Trying to estimate the combination of words/tokens and comparing with what is in the model. Using a standard model…

  • |

    Reinforcement learning

    Reinforcement learning is a method that drives learning and memory in primitive species such as birds, humans and other living species to its use in machine learning. It is used to influence the behavior of us humans on social media to its use to train machines. The essential components were initiated by BF Skinner 20th…

  • Sparql tool – connect LLM to knowledge graphs

    Talk to knowledge graph – sparql-tool Use LLM.: Hallucinations (sometimes good for creativity), Outdated knowledge, no access to your data ( trained on public knowledge). Solutions: Fine tuning – retrain the model on domain data RAG – Search: look things up in real time. Claude code looks at searched doc. Vector embeddings: semantic similarity search…

  • AI Automations

    The AI automations have only increased. There is one interesting one that has been receiving publicity. Check it out: https://knowledgework.ai It takes notes while the person is working and becomes the second brain. Privacy and access may be of concern but capability is available with AI tools.

  • Judging art

    Art especially with pencil and paper is the culmination of human esthetic and often times is dependent on the eye of the beholder. Some artwork that is meaningful to one person is not so understandable or sometimes even ugly to the other person. So how do you judge art. There are several ways to do…

  • Text from Image

    Starting with a base image, it is possible to generate a description. An AI (Qwen-3-VL) simple description : This is a simple, hand-drawn black-and-white sketch of a person’s upper body. Here’s a breakdown of the key elements: Hair: Long, flowing hair depicted with two smooth, curved lines extending from the top of the head down…