螺旋熵减系统

螺旋熵减理论

The project involves practical activities in the field of Decision Systems Engineering, focusing on Data Mining, Machine Learning, and Deep Learning techniques.

Agent-first collaboration substrate for controlled decision systems, with investment as the current proving ground. / 面向 Agent-first 协作的可治理决策底座，投资是当前最完整的验证场。

A SOP-driven banking support agent built with LLMs and MCP, featuring structured intent classification, auditable decision flows, and PostgreSQL-backed policy management.

Two-stage multimodal product matching pipeline using Qwen3-VL (Embedding + Reranker) with ChromaDB retrieval and a 3-zone decision system. AUC-ROC: 0.95 | F1: 0.89 | Recall@5: 100%

A minimal append-only ledger for recording and replaying decision processes (Event → Signal → Decision → Action).

DSL-driven decision orchestration engine with traceable execution, human-in-the-loop, and boundary control.

Multi-Agent AI Decision System

AI-powered fraud detection & micro-insurance claim triage system with RAG, HITL feedback loop, explainability, anomaly detection, and case management — built fully local (FastAPI + Ollama + ChromaDB)

Decision Orchestrator Skill: one-command Router→Agents→CEO workflow for Codex/Claude Code and OpenClaw.

Production-ready churn prediction system that converts ML outputs into business decisions using threshold-based logic, risk segmentation, and impact analysis.

Design, simulate, compare and improve decision systems

Still Mind is an explainable, rule-based mental health triage and resource allocation system that prioritizes students for counseling using structured clinical assessments and intelligent decision logic under real-world constraints.

Python-based autonomous driving decision system that processes sensor data to make real-time driving decisions.

AI-driven recruiting decision system for scoring, ranking, and routing candidates through interview, hold, and rejection workflows

🤖 Recognize emotions across multiple modalities with AGI_HER_MER, enhancing understanding in AI applications through advanced MKD techniques.

An interactive Tableau dashboard to uncover the deeper causes and patterns behind flight delays in the U.S. using 2023 data.

Python project to automate student scholarship and placement eligibility using nested conditional logic.

Decision Trace Ledger Pro 2026 🔗 - AI Audit & Replay Engine ⚡