Unverified50% confidenceFactExact time
KORA Doctor's detection logic focuses on several categories of execution waste: redundant model calls, missing caching or reuse, deterministic work being delegated to an LLM, using expensive models for simple tasks, and excessive planning and orchestration.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/7/2026
First Seen
Valid until: 1/5/2027
Sources
Related Entities
Related Claims
UnverifiedModern models already perform checking and thoroughness behaviors by default; repeatedly requesting these nudges only wastes compute and disrupts judgment.68% similarUnverified大语言模型在训练中吸收了大量技术文档与故障排查指南，形成了'症状—假设—验证'的推理模式，能根据上下文动态调整排查路径68% similarUnverifiedThe core logic of llmfit is to estimate models, quantization, and execution methods together in a single table, built on the foundation of correctly reading hardware.68% similarUnverifiedThe behavior of adversarial examples interfering with decision logic has precedents in traditional machine learning research.67% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/983635API
curl https://kongchang.com/api/v1/knowledge/claims/983635MCP
get_claim(id=983635)