Long-running agents accumulate context. The job of memory design is to decide which slices of that context still earn their keep.
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Agent failures don't throw exceptions. They produce plausible-looking output that's wrong, or quietl ...
The first agent you build has no memory beyond the current conversation, and that works for about a ...
Lorem ipsum dolor sit amet consectetur adipisicing elit. The harness around an agent matters more th ...
Autonomy in agents is a slider, not a switch, and the right setting depends on the task more than th ...
Evaluating a single prompt is hard. Evaluating an agent that runs ten tool calls before answering is ...
LangChain jumped from outside the top 30 to number 5 on TerminalBench 2.0. They didn't change the mo ...
Tool-using agents look powerful in demos because the model is choosing what to do next. They look fr ...
The investment banking analyst who spends Friday night formatting a pitch deck isn't doing analysis. ...