FEATURED GUIDE · AI Engineering
AI API error handling: timeouts, retries and duplicate work
Choose recovery behavior by failure type. Learn why a timeout is not proof of cancellation and how to bound retries without hiding billing uncertainty.
THEAIMART AIX / ENGINEERING
Practical guides for developers integrating AI APIs. Clear contracts, explicit limits and code you can inspect.
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FEATURED GUIDE · AI Engineering
Choose recovery behavior by failure type. Learn why a timeout is not proof of cancellation and how to bound retries without hiding billing uncertainty.
AI Security
Keep inference credentials off the browser, narrow key scope, redact diagnostics and practice rotation without inventing retention guarantees.
API Pricing and Cost Optimization
Understand single token rates, separate input/output rates, images and audio units without mixing upstream pricing with gateway billing.
Developer Tutorials
Build a server-side Python HTTP client with explicit timeouts, status handling and environment-based credentials. Includes the limits of mock verification.