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Results for “openai”

6 publications
Technical guideSource-based analysis

Handle Azure OpenAI rate limits without retry storms

Separate deployment quota, short request bursts and bounded client retry behavior.

AI systems · Azure · By Cloud Security Desk
Technical guideSource-based analysis

Connect to Azure OpenAI without an API key

Prove Entra-based inference with a scoped runtime identity before disabling local authentication.

AI systems · Azure · By Cloud Security Desk
Technical guideSource-based analysis

Workload federation across clouds needs separate trust decisions

Cross-cloud federation adds trust decisions, not a portable permission system. Map each credential and resource grant before moving a runtime workload.

Identity & access · AWS / Google Cloud / Microsoft Entra · By Cloud Security Desk
Research noteSource-based analysis

What coding benchmarks can prove about a model

A coding benchmark result depends on its tasks, harness and tests. A reproducible count of SWE-bench Verified shows why the denominator belongs beside every comparison.

AI systems · By Cloud Security Desk
Technical guideSource-based analysis

Model output needs its own trust boundary

A model can produce valid JSON containing an unauthorized identifier, an unsafe link or text that a renderer interprets as code. The application consuming that output owns the next trust decision.

AI systems · OpenAI · By Cloud Security Desk
Research noteSource-based analysis

Stop retries from amplifying an outage

Count attempts across the complete request path, give retries a finite owner and budget, and define how repeated intent avoids duplicate side effects.

Resilience · AWS · By Cloud Security Desk