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

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。

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.

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

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

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)

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)

Multi-Agent AI Decision System

AI-powered election decision system with real-time data pipelines, geolocation integration, and fault-tolerant backend architecture.

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%

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

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.

Deterministic protocol decision layer converting verification results into ACCEPT or REJECT with a public verification URL.