DevSecOps
Shift-Left, Shift-Everywhere: Program Design
Shift-left is necessary but insufficient. A program design that distributes supply chain checks across IDE, CLI, PR, build, and runtime — without redundancy.
Mar 20, 20268 min read
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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Reachability Analysis For Monorepos And Microservices
Reachability across a monorepo or a microservices fleet needs different engineering than reachability inside a single service. Both are tractable; both have specific failure modes.
Mar 20, 20263 min read
AI Security
Prompt Injection From Research To Bug Bounty
Prompt injection started as a research curiosity. In 2026 it is a regular line item on bug bounty leaderboards, with payout norms, scope definitions, and a maturing triage culture.
Mar 20, 20267 min read
AI Security
MCP Server Capability Drift Detection
MCP servers do not stay still. Tool surfaces drift, scopes expand, and the server you approved is not the server in production. Here is how to catch that.
Mar 20, 20267 min read
AI Security
Grounded Reasoning vs Hallucinated: Griffin AI vs Mythos
The difference between grounded reasoning and hallucinated reasoning is not eloquence — it's citation. A look at how Griffin AI anchors every claim.
Mar 20, 20266 min read
AI Security
Griffin AI vs Gemini On-Device: Developer Tools
Gemini on-device models are fast and cheap. For the developer-tool layer, they're useful. For the engine-plus-LLM layer, on-device is not the right fit.
Mar 20, 20262 min read
AI Security
Fine-Tune Drift Measured On Eval Sets
Fine-tuning to improve one task frequently regresses others. Without eval harnesses, the regressions ship. The measurable drift is larger than vendors admit.
Mar 20, 20262 min read
Best Practices
Evaluating Vendor Attestations: SOC 2 / FedRAMP
A SOC 2 report does not mean the vendor is secure. Here is how to read attestations carefully, what FedRAMP actually proves, and how to ingest both at scale.
Mar 20, 20267 min read
Open Source Security
.NET / NuGet Enterprise Supply Chain Program
An enterprise-grade .NET and NuGet supply chain program for 2026 — covering feeds, lockfiles, MSBuild targets, and runtime — backed by Safeguard.
Mar 20, 20267 min read
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