AI article

Consequence-weighted impact: not all failures cost the same

Community description: Draft — for review. Part 4 of...

Dev.to | Oct 15, 2026 | Vijay Kumar Sridharan

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Arithmetically. | L0 | Healthy | 0. 00 | | L1 | Benign lexical error | 0. 00 | | L2 | Semantic / entity error | 0. 25 | | L3 | Task / dialogue failure | 0. 65 | | L4 | Critical consequence | 1. 00 | CIER is then the severity-weighted failure rate over the impact-labelled trials: each trial contributes its tier weight if the audio-path task failed, zero if it succeeded, and trials with no recognized tier are excluded entirely — null, not zero, the same honesty rule CEER uses. 1.

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