The next paradigm shift (according to Karpathy)

Claude Tag marks a significant evolution in LLM interaction, shifting from standalone websites or apps to persistent, asynchronous agents embedded directly into team workflows. By operating within specific Slack channels, these agents leverage context naturally, allowing teams to delegate tasks without constant manual prompting or context-switching. This channel-level approach provides a more intuitive boundary for managing tools and knowledge than traditional global or project-specific configurations. While this integration streamlines team collaboration and autonomous task execution, it highlights a growing tension in the industry: the trade-off between proprietary, lab-specific solutions that offer seamless user experiences and the flexibility of custom-built, model-agnostic agents. Moving forward, the industry requires standardized, interoperable frameworks that allow users to switch models without sacrificing the sophisticated, team-oriented agentic patterns that make tools like Claude Tag effective.