Agent Production Bottlenecks: Memory and Coordination Eclipse Model Reasoning
SucceededMind · x · 2026-08-08
Most agent demos focus on "cool reasoning," but once deployed in actual production (e.g., optimizing 60 ad campaigns across 29 markets twice a day), the bottleneck shifts from the model to memory and coordination.
- Collective Amnesia: Tools in the chain often behave like isolated employees, lacking memory of what previous steps learned, forcing manual human handoffs.
- Rigid Workflow Limits: Fixed processes break easily when the shape of the work changes dynamically in production.
- Solutions: AI employees like @viktorcom attempt to solve these coordination and memory challenges by integrating deeply into platforms like Slack.
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