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Vladivostok · July 2026

ПРИМЕНИМО.

We unpack complexity. We keep what you can apply.

Technology, traffic, and digital risks — without the noise and with practical conclusions. Every article ends with something you can check or do.

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Faster code. Tighter control.

AI coding and MCPJuly 29, 2026 · 11 min

Vibe coding without the gamble: MCP, tests, and quality control

AI can write code faster than a team, but it cannot define task boundaries, accept risk, or prove the result is ready on its own. A workable approach begins with a controlled environment, before the prompt.

Essence
AI coding is useful as a fast executor within short, verifiable tasks.
Risk
The model confidently expands the scope of changes, repeats vulnerable patterns, and treats a green screen as proof of quality.
Action
Separate context, permissions, and completion criteria; put every change through tests, diff review, and an independent check.
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Применимо separates observation from recommendation and does not hide limitations for the sake of an attractive conclusion.

  1. Essence

    We start with the answer, rather than a lengthy introduction.

  2. Risk

    We show the cost of error and the limits of the method.

  3. Action

    We finish with a check, a calculation, or a next step.