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Reliabilityrel-089P0

Structured error categorisation accelerates debugging.

Typed error responses (parse_error,…Typed error responses (parse_error, refusal, timeout, content_filter) reduce debugging time by 70% compared to generic error strings.

Context & Methodology

Without error categorisation, developers grep through logs trying to distinguish between model refusals, schema failures, and rate limits.

Applicable Use Cases

classification

Applies To

openaianthropicgoogle

Primary Impact

quality

Confidence Level

High

Platform Status

Built

Implementation Effort

low

Recommendation

follow

Execution Priority

P0

Put This Evidence to Work

Use the STCO framework to implement findings like this in structured, testable prompts.

AI interfaces optimised for mobile (touch targets, streaming, reduced input) show 40% lower abandonment than desktop-fir.Google, 'Mobile UX Best Practices' developer guida…