Unverified50% confidenceOpinionExact time
The automatic verification loop is not foolproof; for requirements lacking clear specifications (such as performance and concurrency safety), automatic verification often fails, so it mainly reduces the cost of fixing low-level errors rather than replacing human engineering judgment.
1
Sources
50%
Confidence
Long-term
Relevance
10/13/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedIf there are clear acceptance criteria, it is best to also provide a verification script; if verification fails, the system continues to fix issues until the script passes; if no verification command is provided, the system defaults to treating the completion of all steps as the pass condition.76% similarUnverifiedVerifiability refers to whether the outcome of a task can be objectively judged right or wrong by automated means; software engineering has feedback infrastructure such as unit tests, continuous integration pipelines, static type checking and code review, so the cost of trial and error is extremely low.76% similarUnverifiedThe error tolerance boundaries in insurance paperwork scenarios are clear, and errors can typically be caught through rule-based validation.76% similarUnverifiedRobust tool-call design requires distinguishing between retryable errors (network timeout) and non-retryable errors (permission denial, parameter format errors) to avoid side effects or resource waste caused by blind retries.74% similarUnverifiedIf training error can precisely track test error, it becomes possible to achieve an optimal stopping strategy without a validation set and more efficient hyperparameter tuning.74% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1015063API
curl https://kongchang.com/api/v1/knowledge/claims/1015063MCP
get_claim(id=1015063)