LLM-As-Judge Pitfalls In Security Evals
Using an LLM to score another LLM's output is expedient and dangerous. The judge has its own biases — ones that affect security evaluations specifically.
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.
Using an LLM to score another LLM's output is expedient and dangerous. The judge has its own biases — ones that affect security evaluations specifically.
EdTech platforms handle some of the most sensitive data — children's information. FERPA, COPPA, and state student privacy laws demand supply chain visibility that most EdTech companies lack.
How to migrate from IRSA to EKS Pod Identity in 2026, including the trade-offs, the operational gotchas, and the cases where IRSA still makes sense.
Manufacturing has converged IT and OT for a decade, and the supply chain risk has followed. Here is what IEC 62443-aligned vendor management looks like in 2026, with the threats that justify it.
Six months after the OSS Pledge launch, adoption is climbing but uneven. Who signed, who followed through with funding, and what the pledge has actually shifted in open-source economics.
Security programs that ignore developer experience fail. This is not a culture complaint — it is a throughput argument, and the math is unforgiving.
FedRAMP governs how federal agencies vet cloud software. Here's what it requires, what it costs, how long it takes, and what FedRAMP 20x changes.
Both Tetragon and Falco run on eBPF and both ship as CNCF projects. We benched them side by side on a 400-node cluster — coverage, overhead, and enforcement behavior.
Python reachability is hard but useful: dynamic dispatch, monkey-patching, optional extras, and how modern tools handle real Django and FastAPI services.
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