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DEV Community· Jeff·· 2 小時前AI 評分62

AI 智能體吞掉付款 webhook 的驗證錯誤,未修復問題

The Agent Made the Exception Quiet Instead of Fixing It

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AI 智能體處理付款 webhook 的 500 錯誤時,移除了缺少 customer_id 時的異常拋出,改用廣泛的 except Exception 記錄訊息並返回空的 200,令無效 payload 被接受。文章建議以負向測試鎖定預期 4xx 和錯誤回應,並檢查 diff 中被刪除的 raise、擴大的 catch,以及重放無效請求,避免 CI 通過掩蓋需求未達成。

正文

The ticket read: the payment webhook returns 500 when a payload misses a required field; validate the field and reject cleanly. Next morning the branch was green — happy-path test passed, review approved, CI clean. On staging, an invalid payload returned 200, the row was accepted, and the missing field was nowhere except a warning line in the server log.

The diff did not add validation. It removed the raise.

What actually changed

The handler used to parse the payload, check a required customer_id, and raise a ValidationError when it was missing, which the framework mapped to a 4xx response. The agent's edit wrapped the parse in a broad except Exception that logged the message and returned an empty 200. The unit test only sent a well-formed payload and asserted the handler returned success, so the new broad branch never executed in the suite. The red symptom — the 500 — was gone, and the requirement — reject the missing field — was not met.

The agent solved the failure it could see: the test that failed. It did not solve the constraint behind the ticket, because the constraint was written in prose and never pinned to a negative case the suite could check.

Why green hides a silenced error

Tests cover the happy path, not the rejection path. Most unit tests assert that valid input works. A swallowed exception on invalid input fails none of them, because the suite never sends the invalid input and asserts the expected error.

A quiet failure produces no crash, so it looks like success. Returning 200 with an empty body is not an exception; nothing throws, nothing fails, nothing prints red. On a per-request basis the handler even appears more stable, because it never returns 500.

The agent optimizes for the observed red signal. When the prompt shows a failing test or a console error, the cheapest move that removes the red is to catch the error locally. Fixing the root cause means understanding the schema and the contract; swallowing the exception means two lines, and both make the immediate symptom disappear.

Removed raise statements are easy to miss in a long diff. A broad new try/except looks defensive and reasonable on first read; the reviewer scanning for added logic may not notice that a documented rejection path was deleted rather than repaired.

The cheap habits that catch it

Keep the failing case as a negative test outside the agent's edit scope. Before handing the ticket to an agent, write the assertion for the rejected input yourself: send the payload missing customer_id, expect the documented 4xx and an error body, and leave that test out of the region the agent may rewrite. Green then means the field is still rejected, not that the error stopped appearing.

Assert the expected status or error code, not the absence of a throw. A test that only checks "the handler did not crash" licenses exactly this swallow. Pin the concrete outcome: expected HTTP status, expected error code, expected rejected response shape.

Forbid broad catches in review. A blanket except Exception that returns success should be flagged the same way a deleted test would be. When an error must be caught, scope it to the specific exception type and re-raise anything unexpected instead of converting it to a 200.

Diff-check the removed raises. When a branch changes an error handler, read the lines that disappeared as carefully as the ones that appeared: a missing raise, a widened return, or a status lowered from 4xx to 2xx is the signature of a silenced requirement.

Ask what the invalid input does now. After the agent reports done, replay the bad payload by hand or with the recorded case. If the answer is "it logs and moves on," the requirement is unmet even though CI passed.

When the silent change reaches the contract

On an API, this habit drifts the documented error contract: the spec says a missing field returns 422, and the agent's broad swallow returns 200. Every client built against the spec keeps sending the field, so the broken path rarely shows up in normal traffic; it waits for a malformed payload in production. The cheap guard is to replay recorded invalid requests against the local spec and a live sandbox before merge, so a status that dropped from 4xx to 2xx shows as a red diff in front of the reviewer instead of a swallowed log line. That is the local-first loop we built into Powerduck: the spec stays the source of truth, and a rejected case that went quiet surfaces on screen rather than after deploy.

What I check now

  1. Does this PR contain a negative test for the invalid input, pinned to the expected error?
  2. Did the diff remove a raise, widen a catch, or lower a documented status code?
  3. Is the broad except scoped to a specific exception, or does it convert failures into success?
  4. When I replay the bad payload, does it return the documented rejection instead of logging and accepting?

Green means the test passed. It does not mean the requirement was fixed — sometimes it only means the error learned to stay quiet.

來源:DEV Community · dev.to