The Many Challenges in Integrating Information for AI Agents

Overloaded robot labeled UNIT-734 surrounded by server alerts and error messages

Recently I’ve been thinking quite a lot about information availability for agents, and the fact that this is a very difficult and potentially irresoluble problem. Let me try to explain myself. I talked before about a mental model on differentiating between the LLM models and the tools that access those models. I think that now that’s clearer as we are using more and more agents. We understand that we can use Claude Code with different models (like Sonnet or Opus) that change the capacity of the agent, but not its capabilities. The… Read More

Interacting with GenAI Models

The evolving landscape of AI features a growing interconnectivity between GenAI models and frontend tools. Companies are rapidly developing both open-source and proprietary models, challenging the dominance of established players like OpenAI. While backend models are costly to create, both them and frontends may become commoditised, leading to innovative collaboration through APIs and agents.