Unverified50% confidenceOpinionExact time
Agent waste can begin before model calls even start, as the orchestration layer itself generates large numbers of unnecessary retrievals, tool calls, and retries.
1
Sources
50%
Confidence
Long-term
Relevance
10/7/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe longer an Agent runs and the more tool results and history accumulate, the more likely that the original task requirements and operational constraints will be lost during truncation and compression if everything is stuffed into the context; key constraints must be readable at every round of execution.70% similarUnverifiedHaving the Agent build its own context (such as having Codex review recent PRs and prioritize them) is slower and more expensive than manually copying and pasting.70% similarUnverifiedFor teams building production-grade Agents, establishing full-chain observability covering retrieval, tools, retries, and planning is more meaningful than watching the token bill.69% similarUnverifiedA bare large model can only decide to call a certain tool but does not actually execute the tool, whereas an Agent can truly execute tool calls and return results.69% similar
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