Hosted or self-hosted models for security work: how to pick
Pick a hosted model when data can leave your boundary under a contract you trust, and self-hosted when it cannot. Weigh the other trade-offs here.
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.
Pick a hosted model when data can leave your boundary under a contract you trust, and self-hosted when it cannot. Weigh the other trade-offs here.
The EU AI Act phases in from 2025 to 2028. Engineering teams should classify systems, build logging and oversight, and check current dates before planning.
Evaluate an AI coding assistant on data handling, output safety, agent permissions, supply chain and logging. Use this checklist before a wide rollout.
Give each AI agent its own identity, scope tokens to one resource and let them expire fast. A checklist built from SPIFFE, OAuth and MCP specs.
AI apps inherit normal app risks and add new ones. Walk the OWASP Top 10 for LLM applications and fix excessive permissions and output handling first.
Machine learning spots activity no fixed rule describes, but it can be evaded or poisoned. Learn where it helps, where it fails and how to test it.
AI-native apps mix instructions and data and act through tools, so classic input checks and code scans miss risks. See what changes and how to adapt.
Pilots need one sponsor and a week. Governance needs owners, inventory and decisions. Here is why the gap opens and a small set of steps to close it.
A coding agent in CI reads untrusted text and holds real credentials. Here is why old pipeline controls fall short and which limits to put in place first.
Weekly insights on software supply chain security, delivered to your inbox.
Your first fix PR is minutes away.
No sales call required, even your agent can complete the purchase over MCP.