Industry Analysis
State of Open Source Funding and Security 2026
How open source funding flows connect to security outcomes in 2026: maintainer capacity, critical project support, and the patterns that reduce risk.
Mar 26, 20269 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.
How open source funding flows connect to security outcomes in 2026: maintainer capacity, critical project support, and the patterns that reduce risk.
A threat model for sandbox escapes in Model Context Protocol servers, mapping attack surfaces from tool execution environments to host processes and shared state.
A senior engineer's guide to training data poisoning defenses in 2026, from split-learning detection to provenance attestation and continuous pipeline monitoring.
The Safeguard Marketplace brings community-built integrations, policy templates, and compliance packs to the platform.
A hijacked tool call is more consequential than a hijacked response. The defence requires the tool layer to police the model, not the other way around.
Cody's codebase-wide context is valuable for security review. Griffin AI adds reachability, taint, and policy grounding that Cody doesn't target.
MCP gives AI agents real tools, real credentials, and real blast radius. Here is a hardening guide for running MCP servers in production without torching your environment.
CI/CD runners are a top attacker target. Here's a concrete zero-trust blueprint using OIDC federation, pinned action SHAs, and short-lived identities.
The UK PSTI Act's first year of enforcement reveals how consumer IoT vendors are struggling with minimum security requirements, password rules, and disclosure policies.
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