Nov 2, 2026 · Backend Development

Building a Real-Time Risk Control Decision Engine with Spring Boot: Rule Orchestration, List Services, Feature Computation & Decision Traceability

This article details a production-grade risk control engine built with Spring Boot 3 and Java 17, covering five-layer architecture, DSL-based rule modeling with decision tables, Bloom-filter-accelerated list services, sliding-window real-time feature computation via Redis+Lua, timeout-aware orchestration with tiered degradation, and full decision traceability for audit and tuning.

Bloom FilterCanary ReleaseDecision Traceability

0 likes · 39 min read

Building a Real-Time Risk Control Decision Engine with Spring Boot: Rule Orchestration, List Services, Feature Computation & Decision Traceability

Frontline Investigation

Sep 21, 2026 · R&D Management

AI Code Passes Review But Loses Original Intent

This article examines how AI-assisted development accelerates code reviews while silently eroding the original business intent, arguing that teams must shift review focus from code correctness to preserving decision traceability, exception handling, and accountability through lightweight 'intent anchors' in pull requests.

AI-Assisted DevelopmentDecision TraceabilityNIST SSDF

0 likes · 11 min read

AI Code Passes Review But Loses Original Intent