Repeatability
High
The task is a one-time refactor with a fixed technical pattern: replace serial requests with asyncio, add proxy rotation, add retry logic. These are well-established engineering patterns with no unique judgment required per instance.
Ambiguity Tolerance
High
Success criteria are crisp and measurable: runtime under 10 minutes, no IP bans, failed pages retried with exponential backoff. An agent can verify the output against these criteria without subjective interpretation.
Data & Tool Availability
Medium
The agent needs the existing codebase, a working proxy list or proxy service credentials, and ideally access to run the scraper against the 10 target sites to validate timing. If the codebase and proxy config are provided, this is straightforward; missing either creates real gaps.
Error Cost
Medium
A buggy refactor could silently drop data or produce incorrect price/availability records, which would corrupt downstream business decisions. However, the original serial scraper can be kept as a fallback, making the error recoverable rather than catastrophic.
Human Judgment Required
Low
The engineering decisions here — asyncio task pools, aiohttp vs. Selenium async wrappers, backoff parameters — are well-documented and pattern-matched. No taste, ethics, or relationship context is needed; a human review of the output before deployment is prudent but not strictly required.