deterministic-engine

Rule-based conversational NLP engine & real-time crypto financial calculator built with Next.js 16, React 19, and Binance API

A deduction race against Sköll, the wolf who hunts the sun — name the hidden rune before he does. Built for the DEV 2026 June Solstice Challenge.

Multi-agent TTRPG engine using Two-Path Architecture to solve AI hallucinations. Combines a deterministic Python Rules Engine with LLM-based creative judgment. Verified with 100% Routing and 98% Grounding accuracy. Senior Thesis @ KMUTT FIBO.

计件工资 AI 核算台：拍照/CSV 导入工票 → AI 预填 → 人工确认 → 确定性 Decimal 引擎出工资条。零依赖（python3 标准库 + SQLite），离线可跑，706 测试。AI 只碰输入端，碰钱的一行代码都没有。

Deterministic Python game engine for the Kaboom card game, designed for simulation, AI experimentation, and reusable game interfaces.

청년 주거 금융 의사결정 서비스 · 2026 금융 AI Challenge 개인 참가

Deterministic legal calculation methodology for Italian LegalTech: damage simulation, Balthazard logic, privacy-preserving legal empowerment.

Flutter and Firebase app prototype for deterministic outfit generation and wardrobe management.

Voice & text stand-in for a phone repair technician with a deterministic safety rule engine & Groq LLM phrasing. Built from salvaged hardware for Rocketathon 2026 (PK2047).

An interactive medical-mystery simulator built as a working demonstration of AI governance — players diagnose under pressure, and error can be fatal.

SUBIT‑BU is a minimal, deterministic system for stabilizing subjective state through six sensory modalities and a single XOR‑based optimization step