Unverified50% confidenceFactExact time
During the evolution process, three mechanisms spontaneously emerged—output truncation, history compression, and independent review—none of which were manually pre-designed.
1
Sources
50%
Confidence
Long-term
Relevance
10/1/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe third-layer mechanism is called training-free self-evolution: it does not touch model weights but instead accumulates project experience, distilling accepted games into three artifacts: Skeleton, Module, and Contract.61% similarUnverifiedThe 'iron rules' in the Ledger are not manually hard-coded but instead gradually evolve and naturally accumulate from errors and retrospectives during use.61% similarUnverifiedNeuroevolution uses evolutionary algorithms instead of gradient descent to optimize the weights or architecture of neural networks, requiring no differentiable loss function.59% similarUnverified提示工程经历了从单条指令到少样本提示（Few-shot）、思维链提示（Chain-of-Thought）的多代演进59% similarUnverified正确的Prompt Engineering做法是从无限制开始逐步添加约束，而非一次性堆满规则59% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/964012API
curl https://kongchang.com/api/v1/knowledge/claims/964012MCP
get_claim(id=964012)