behavioral-fingerprinting

Which model is really behind your API relay or agent IDE? Behavioral fingerprinting + anytime-valid sequential tests (FPR<=1%). LLMs can't be random - measured on 9 frontier models.

Master Thesis on Ransomware Optimized with AI for Resource-constrained devices

PAMELA 行为指纹识别系统：基于单 token 输出分布的 Jensen-Shannon Divergence 度量，识别 LLM API 真实身份。内置 173 个模型参考指纹库（涵盖 OpenAI/Anthropic/Google/Meta/Qwen/DeepSeek/GLM/Mistral/Moonshot/Llama/Nvidia/Amazon/Nous/Cohere/ByteDance 等 30+ 厂商），工具无关——任何能调 LLM API 的客户端（curl/Python/浏览器/Hermes/OpenClaw/Codex）都能采集。Apache-2.0/MIT/CC-BY-4.0

Co-evolutionary LLM framework where DARWIN (generator) and PHOENIX (adversary) battle to produce antifragile code. Introduces behavioral fingerprinting — drift predicts degradation (ρ=0.720).

🐺 Post-quantum adaptive-behavioral oracle on PG(11,4). Beast 6: 8 Mordidas + Blood Eagle + Viking Frost + Aikido. The wolf watches, learns, bites. 3/3 GO — Gemini 9.8 · ChatGPT 9.3 · Grok 9.7. Pure Python 3, 0.136ms/query, zero deps. BSL 1.1 + Fenrir Clause.

GSIP (Global Space Intelligence Platform) democratizes advanced Space Domain Awareness (SDA) through AI-powered satellite monitoring, orbital risk analysis, anomaly detection, and geospatial intelligence — making research-grade orbital intelligence accessible beyond a few global space powers.