Choosing canary metrics that can catch a security regression
A canary release limits the damage of a bad change. Here is how to pick metrics, size and duration so it can also surface security regressions.
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.
A canary release limits the damage of a bad change. Here is how to pick metrics, size and duration so it can also surface security regressions.
Yes. Claude can create xlsx, pptx, docx and PDF files with code execution turned on. Plans, size limits and what file creation costs in usage.
Some providers do not count cached input tokens against your per minute limit. See which usage fields count, with the arithmetic and one exception.
Letting customers supply their own LLM key moves cost to them but makes you a vault for their secrets. What to store, how, and what to refuse.
The bulkhead pattern splits resources into pools so one failing dependency or noisy tenant cannot sink everything. How to apply it and where it helps security.
A step by step guide to a local full text search index of your repository using SQLite FTS5 and bm25 ranking, with no servers and no model.
How a team can run an internal registry of approved open source packages: admission, builds, updates, removal and what to measure along the way.
Thirty real prompts, a pass rule and a side by side run tell you whether a local or quantized model is good enough for your task. A step by step method.
Do not guess a per developer number. Run a small pilot, use Anthropic's published averages as a scale check, size rate limits and set caps first.
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