Real-World Deployment: Griffin AI vs Mythos
Demos live on a single repo and a curated dataset. Real deployments hit fifty repos, three CI providers, two cloud accounts, and an air-gapped environment. The gap is where vendors get sorted.
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.
Demos live on a single repo and a curated dataset. Real deployments hit fifty repos, three CI providers, two cloud accounts, and an air-gapped environment. The gap is where vendors get sorted.
MCP servers proliferate faster than governance can track them. Build an inventory program that captures every server, tool, and consumer agent.
A 2026 blueprint for hardening Java and Spring supply chains across Maven, Gradle, fat JARs, and runtime — with Safeguard as the policy and evidence layer.
MCP servers went from a niche protocol to standard agent infrastructure in under two years. The vulnerability disclosure landscape is catching up — fast, messily, and with patterns worth tracking.
The pull request is the highest-stakes moment in shift-left. A field guide to designing PR policy gates that block bad code without breaking trust.
CVSS by itself produces a queue ordered by hypothetical severity. Reachability orders by actual exposure. Mixing the two correctly is where mature programs land.
Long-lived shared tokens are the wrong unit of trust for MCP servers. Here is the per-server scoped-credential pattern and how to roll it out.
Most vendor incidents go badly because the first 72 hours are spent figuring out who to call. A pre-built coordination playbook turns chaos into a rehearsed response.
Wealth management apps inherit risk from every SDK, custodian API, and analytics package they integrate. Here is a working third-party risk program.
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