Unverified50% confidenceDecision RuleExact time
In scenarios with high output quality requirements, aggressive steering methods may not be worth the trade-off, and it is necessary to make choices between controllability and text quality according to the application scenario.
1
Sources
50%
Confidence
Long-term
Relevance
9/30/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedIt is necessary to first clarify whether the business can tolerate at-most-once or at-least-once semantics; if missing a delivery is less acceptable than a duplicate delivery, aggressive retries combined with downstream deduplication should be preferred.73% similarUnverifiedWhen domain-specific format requirements, terminology, or behavioral patterns cannot be reliably achieved through prompting, fine-tuning is often superior to pure prompt engineering.72% similarUnverifiedFor the same task, output quality may differ by orders of magnitude depending on the prompting strategy used.70% similarUnverifiedTyped decisions improve determinism but may sacrifice flexibility in evaluation scenarios that require open-ended, semantic-level judgment.69% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/962617API
curl https://kongchang.com/api/v1/knowledge/claims/962617MCP
get_claim(id=962617)