Reflections

ChatBotKit Reflections Topics for harness

ChatBotKit is a conversational AI platform that helps you build, train, and deploy AI-powered chatbots and virtual assistants for your business.

A Zoo of AgentsFeed the same harness the same task and you get the same result. What separates the tools is how they fit the person using them, which is why one agent called Claude in every Slack channel feels flat and a workspace full of different agents feels alive.
Build a Tool to Write ToolsTake an off-the-shelf harness and customize it into a tool whose only job is to write other tools. Skip the TUI and the general-purpose baggage, and move your framework and your standards into the harness itself. With the harness running in the cloud, like in ChatBotKit, the tool stays lightweight, so building one that writes your other tools is fairly straightforward.
Build Your Harness for the Weakest ModelA harness tuned against a frontier model breaks the moment you swap in a weaker one. Build it against weak open-weight models and it only gets stronger when a capable model sits behind it. We made that switch internally to find the bugs first.