Model Supply Chain

An AIBOM inventories the models, data and software that make up an AI system. A step-by-step guide to building one, what to include, and the formats that make it useful.

An ML-BOM (machine learning bill of materials) inventories a system's models, datasets and provenance, in CycloneDX or SPDX. How it differs from SBOM/AIBOM.

SBOM vs AIBOM vs MLBOM (ML-BOM, AI SBOM): what each bill of materials inventories, the CycloneDX and SPDX 3.0 formats, and when you need each one.

DeepSeek V4.1 Flash Abliterated is a ~1.1GB Hugging Face overlay by drowzeys that strips refusals, claiming 22/22 cyber guardrail bypass. Risks explained.

Abliterated models are LLMs with safety refusals surgically removed. What it means for your threat model, where the risk sits, and how to detect them.