ollamalocal-llmofflinesovereign-ai
Local Ollama and offline runtime trust for sovereign AI
Run risk scoring with Ollama on-device, fall back to heuristics when disconnected — policies and audit without sending actions to the cloud.
May 8, 20266 min read
Sovereign AI means data and decisions stay on your hardware. Ollama runs local risk models; Sanctum falls back to offline heuristics when the network drops — policies and audit still work.
Stack
- Sanctum Runtime API on edge or laptop
- Ollama (e.g. qwen2.5) for semantic risk scoring
- Heuristic floor when model unavailable
- FORCE_OFFLINE_MODE for drills and air-gapped labs
Who benefits
Robotics in warehouses, defense edge, healthcare on-prem, and developers who refuse to send action metadata to third-party clouds.
Guides: agentic AI risk · MCP security · runtime authorization · HITL approvals · coding agents · get started
More: all posts · AI trust layer · open Sanctum Console