Unverified50% confidenceSolutionExact time
The agent gets answers from a single business profile, the entire profile is placed into the system prompt on every call, with an upper limit of 200,000 characters, and the team does not use retrieval approaches such as chunking, embeddings, or vector storage.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/15/2026
First Seen
Valid until: 1/13/2027
Sources
Related Entities
Related Claims
UnverifiedIn agentic scenarios where system prompts run to thousands of tokens, if more than 90% of requests hit the cache, the effective input cost per request may be only 5%–10% of the listed price.66% similarUnverifiedIf the task involves reading 800,000 tokens followed by classification, input tokens are the primary cost and one should choose the model with the cheapest input; whereas in agentic development work, optimization techniques such as caching have an amplified effect.62% similarUnverifiedWith OpenAPPA added, the agent completed only 40% to 60% of the work on memory-type tasks, whereas agents without guardrails completed all of it.59% similarUnverifiedIn the cost model of Agent scenarios, the largest expense is often concentrated in the cache-read column.58% similar
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