Model serving
Ollama, vLLM, local gateways, and OpenAI-compatible profiles can support deploy-anywhere runtime choices.
OSS as strength
Open Ecosystem
SENTINEL is designed to use open-weight models and open-source infrastructure responsibly, with license and provenance checks before production use.
Retrieval
Qdrant, embeddings, rerankers, parsers, and source manifests support grounded answers.
Legal plumbing
Citation parsers, official source connectors, and authority verification matter more than raw model prose.
Image and vision
ComfyUI-style workflows, OCR, multimodal models, and provenance layers expand visual work.
Security tooling
SBOM, scanner, secret detection, signing, and release evidence make the stack reviewable.
Attribution
Credits and license labels are public-facing parts of responsible OSS adoption.