Resources

Supply Chain Security, in plain English.

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.

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Articles

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AI Security

MCP Server Lifecycle Management Patterns

Patterns for managing MCP servers through development, staging, rollout, and deprecation — with an eye on the security gaps that appear at each transition.

Mar 28, 20268 min read
AI Security

Fine-Tune Backdoor Insertion: Academic Research

A senior engineer's review of academic research on fine-tune backdoor insertion, from BadNets to sleeper agents, and how the findings translate to production ML.

Mar 28, 20267 min read
AI Security

MCP Server Sandbox Escapes: Threat Model

A threat model for sandbox escapes in Model Context Protocol servers, mapping attack surfaces from tool execution environments to host processes and shared state.

Mar 25, 20267 min read
AI Security

Training Data Poisoning: Pipeline Defenses

A senior engineer's guide to training data poisoning defenses in 2026, from split-learning detection to provenance attestation and continuous pipeline monitoring.

Mar 25, 20267 min read
AI Security

Tool-Call Hijacking: Griffin AI vs Mythos

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.

Mar 24, 20263 min read
AI Security

Griffin AI vs Sourcegraph Cody for Security Use

Cody's codebase-wide context is valuable for security review. Griffin AI adds reachability, taint, and policy grounding that Cody doesn't target.

Mar 24, 20262 min read
AI Security

Enterprise AI Center Of Excellence Blueprint

An AI Center of Excellence is not a committee. It is the function that makes AI adoption coherent across business units. The blueprint is specific.

Mar 23, 20262 min read
AI Security

ROI Timeline: Griffin AI vs Mythos

The honest answer to "when does this pay back?" is where sales decks and procurement reality diverge. Griffin AI and Mythos-class tools have different ROI shapes.

Mar 23, 20264 min read
AI Security

Griffin AI vs Open Weights: Supply Chain Risks

Open-weight models give you total deployment control. They also give you a new supply chain to secure. The tradeoff is worth being explicit about.

Mar 23, 20263 min read
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