Unverified50% confidenceFactExact time
DecisionShield uses the Gemma 4 E4B model for semantic reasoning and classification; Gemma generates structured JSON, which after Pydantic validation is handed to a Python decision engine to compute the score.
1
Sources
50%
Confidence
Long-term
Relevance
10/13/2026
First Seen
Sources
Related Entities
Related Claims
VerifiedPydantic is based on Python type annotations and can automatically perform JSON deserialization, type validation, and generate JSON Schema-compliant API documentation at runtime.68% similarUnverifiedPydantic 基于 Python 类型注解(Type Hints,PEP 484)实现运行时数据校验与序列化65% similarUnverifiedDecisionLens is an offline, zero-dependency decision agent written entirely in the Python standard library.63% similarUnverifiedPython 的类型注解在运行时可通过 __annotations__ 属性访问,配合 Pydantic 库可实现运行时数据校验63% similarUnverifiedMCP Python SDK利用Python的类型注解和Pydantic的Field描述符,通过反射机制自动生成符合规范的JSON Schema61% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1018736API
curl https://kongchang.com/api/v1/knowledge/claims/1018736MCP
get_claim(id=1018736)