decision-system

The open source agentic content system to make your contents alive. Self-hosted on any platform. ◑

螺旋抗熵系统

螺旋抗熵理论

An open-source AI reasoning framework that uses dialectics, semantic graphs, and polarity management to drive LLMs toward objective synthesis and advanced human-AI collaborative decision-making.

Tune ECU maps with AI-powered A2L, HEX, and OLS support for WinOLS-style workflows

Adversarial job-pursuit operator that decides Apply / Apply with Caution / Do Not Apply from a JD and resume.

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。

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

AI-driven coupon strategy decision system — from blanket subsidy bombing to ROI-accountable strategies

Crypto signal engine: multi-chain ingestion → sqlite → LLM judge → paper trades. 30-day pre-registered evaluation running.

AI-powered diet planning system with pantry, budget, and health-based optimization

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.

Evidence-grounded AI decision system (Python · FastAPI · Claude) that ranks outreach targets, cites its evidence, and refuses to recommend when support is too thin. Tiered cost-aware model routing, an offline eval harness + CI gate, prompt-injection defense, and per-run cost observability. Dockerized, deployed on AWS ECS/Fargate.

Hybrid planning agent for decision-making under partial observability (PG-WMA)

Multi-Agent AI Decision System

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

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

Fail-closed enforcement layer that converts deterministic ACCEPT/REJECT decisions into guaranteed execution control with a public verification URL.

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%

Churn prediction system with a full SQL + Power BI analytics layer. Predicts who leaves, finds where revenue is bleeding, and ranks which customers to contact first. Built with Python, PostgreSQL, Power BI, and Streamlit.