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.

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

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)

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)

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

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

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

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%

Multi-Agent AI Decision System

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

Claude workflows, skills, templates, and decision systems for non-technical creators.

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