Zero contamination. 1,443 training pairs. 184 entity-knowledge examples generated by autonomous AI agents. Kush V2 is the first Hotep model trained on AI-cleaned data and validated by a 7-gate quality pipeline.
How a 7-agent autonomous swarm transformed response quality from C+ to A-, and what the upcoming Kush V1 model means for sovereign intelligence.
V11 was not a model — it was an infrastructure revolution. How building a hybrid scoring system and rigorous data pipeline laid the foundation for every model that followed.
From v6 to v10 — how rigorous persona scoring, the Kosmos discovery, and an advanced RAG pipeline produced our most culturally aligned model yet. Plus: the v11 training pipeline is ready.
Announcing hotep-llm-v6, our most aligned model yet. Discover how rigorous A/B testing and 812 training examples produced a sovereign AI with authentic Hotep cultural knowledge.