Archive / collected thinking

Tag: idempotency

  • Dmitry Rodionov

Error-resistant automation: retries, logs, and duplicates

A webhook can arrive twice, and an external API might stop responding. How to design automation that can handle such situations.

  • Dmitry Rodionov

What should a developer using AI learn

Code generation does not replace system understanding. Debugging, data contracts, and solution validation are skills worth developing.

  • Dmitry Rodionov

Voice interface: when does it make sense in a product

Voice can make task completion easier but does not suit every situation. How to assess its use and plan a safe fallback to a traditional interface.

  • Dmitry Rodionov

Where does AI need human control

Classification and proposal preparation are different tasks than performing an irreversible operation. How to define the boundaries of model autonomy.

  • Dmitry Rodionov

No-code or custom code? How to divide responsibilities

No-code tools can shorten the path to a working process. However, it is crucial to determine who is responsible for data, errors, and integration maintenance.

  • Dmitry Rodionov

What is worth delegating to AI during software development

The choice of tasks for AI should consider risk and the possibility of verifying the result. Practical criteria for code, content, and automation.

  • Dmitry Rodionov

How to review the security of code generated by AI

Code generated by a model requires the same standards as the rest of the code. Key review areas: permissions, inputs, and side effects.

  • Dmitry Rodionov

Integration security: endpoints, permissions, and monitoring

Extending the site with integrations expands the area that requires protection. How to prioritize and limit the consequences of incorrect or unauthorized requests.

  • Dmitry Rodionov

Own AI model or external service?

Data control, maintenance costs, and infrastructure requirements influence the choice of solution. Questions to ask before making a decision.

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