AI Security
Enterprise LLM Budget Management Patterns
LLM spend forecasting is where finance teams meet AI engineering for the first time. The patterns that produce predictability are specific.
Feb 3, 20262 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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Griffin AI vs DeepSeek Coder for Security Review
DeepSeek Coder has become a favourite for code-focused workloads. This is how it compares to Griffin AI when the job is security review, not code generation.
Feb 3, 20266 min read
AI Security
Exploit Path Synthesis: Griffin AI vs Mythos
Finding a bug is not the same as proving it is exploitable. How Griffin AI synthesises concrete exploit paths and why pure-LLM scanners rarely get past the sketch stage.
Feb 3, 20266 min read
AI Security
Throughput At Scale: Griffin AI vs Mythos
Engine work parallelises cleanly. Model calls do not. We explain why Griffin AI's throughput scales with CPU while Mythos-class tools bottleneck on rate limits.
Feb 3, 20266 min read
Best Practices
Dependabot Security Update Policies for 2026
A pragmatic guide to configuring Dependabot for security updates: which knobs matter, which defaults are wrong, and how to avoid drowning teams in PRs.
Feb 3, 20266 min read
AI Security
RAG Pipeline Supply Chain Attacks: Vector DBs and More
RAG pipelines have six or seven supply chain surfaces, and most teams are only watching one. Here is how the attacks actually look in production.
Feb 3, 20267 min read
Software Supply Chain Security
What is Artifact Repository Security
Artifact repositories are prime attack targets — one poisoned package reaches every downstream consumer. Here's what actually secures them.
Feb 3, 20267 min read
Vulnerability Management
Automated Zero-Day Discovery: How AI Is Changing Vulnerability Research
AI-powered fuzzing and code analysis are accelerating zero-day discovery. Here's what that means for defenders.
Feb 3, 20266 min read
Vulnerability Analysis
PwnKit Five Years On: Why CVE-2021-4034 Still Lives in Production
PwnKit was a trivial local privilege escalation in polkit that affected nearly every Linux distribution for over a decade. The technical details and the residual risk in 2026.
Feb 3, 20265 min read
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