Cost per task beats cost per token for AI unit economics
Price per million tokens hides retries, tool loops and reasoning. Track cost per completed task instead, and here is how to define and compute it.
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.
Price per million tokens hides retries, tool loops and reasoning. Track cost per completed task instead, and here is how to define and compute it.
A preflight is an OPTIONS check the browser sends before some cross-origin requests. Learn what triggers one, what the server must answer and how caching works.
When a cross-origin request includes cookies, Access-Control-Allow-Origin cannot be a wildcard. Here are the exact rules and how to set them safely.
A correlation ID groups log lines for one request; a trace ID adds parent and child links. When each is enough, and how to log both in one field.
Which cookie attributes to set for a session cookie: Secure, HttpOnly, SameSite and the __Host- prefix, plus what each does not protect against.
Why serving several users from one GPU needs batching, and how PagedAttention reduces KV cache waste. What the vLLM paper claims and what to test yourself.
A Content Security Policy limits which scripts a page can run and blunts XSS. How to start in report-only mode and move to a nonce-based strict policy.
Content scripts run inside web pages but in an isolated world. Learn what they can see, what they cannot, and why it matters when you review an extension.
How consumer driven contract tests can catch a service that quietly stops requiring authentication or changes an error shape, without end to end tests.
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