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As agentic systems move from demos into continuous operation, a different set of problems begins to surface — not around capability, but around behavior.
This episode reflects on what happens when autonomous systems run longer than expected: planning loops that never converge, models that are over-provisioned by default, evaluations that score answers instead of decisions, and agents that keep thinking even when thinking no longer helps.
Drawing from real-world observations of agentic systems in production, the conversation explores why sustainability in Agentic AI is not an afterthought or a reporting exercise, but a design discipline. One that shows up in model selection, evaluation strategy, memory retention, execution timing, and, most importantly, stopping conditions.
Sustainable Agentic AI is not about limiting intelligence.
It is about making intelligence proportional, intentional, and accountable — at scale.
By Naveen Balani3.2
55 ratings
As agentic systems move from demos into continuous operation, a different set of problems begins to surface — not around capability, but around behavior.
This episode reflects on what happens when autonomous systems run longer than expected: planning loops that never converge, models that are over-provisioned by default, evaluations that score answers instead of decisions, and agents that keep thinking even when thinking no longer helps.
Drawing from real-world observations of agentic systems in production, the conversation explores why sustainability in Agentic AI is not an afterthought or a reporting exercise, but a design discipline. One that shows up in model selection, evaluation strategy, memory retention, execution timing, and, most importantly, stopping conditions.
Sustainable Agentic AI is not about limiting intelligence.
It is about making intelligence proportional, intentional, and accountable — at scale.

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