AI Security
Griffin AI vs Self-Hosted Llama: Real Costs
Self-hosting Llama looks cheap on paper. The real costs — GPUs, operations, engineering — make the comparison less obvious than the list price suggests.
Mar 15, 20263 min read
Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
Self-hosting Llama looks cheap on paper. The real costs — GPUs, operations, engineering — make the comparison less obvious than the list price suggests.
A 40% cost surprise in year two is not a pricing issue — it is an architecture issue. Griffin AI and Mythos-class tools diverge on predictability in structural ways.
The MCP client surface is often overlooked. We examine trust boundaries, schema handling, credential storage, and safe defaults for the agent side of the protocol.
A 2026 review of the best SBOM management platforms, comparing Dependency-Track, Anchore, Lineaje, Kusari, and Safeguard.sh on depth and compliance.
The CrowdStrike Falcon outage of July 2024 bricked 8.5 million Windows hosts. A content validator bug and no staged rollout were the confirmed root cause.
FedRAMP 20x replaces document-heavy review with machine-verifiable assertions. SBOMs and runtime evidence become first-class authorization artifacts.
Healthcare organizations face unique SBOM challenges driven by FDA requirements, device lifecycles, and patient safety stakes.
Build systems hold broad trust and tight deadlines, which makes them perfect confused deputies. Here is how the attack pattern shows up in modern CI/CD and how to defang it.
Everything you need to know about SBOM requirements under EO 14028, NIST SSDF, and emerging global regulations.
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