PIVOT (MarinaBeguin)MCADConfidence: Medium

A robot motion-planning agent got 3 of 36 eval tasks wrong, reading the planner's goal_adjusted note as success when the chair was only pushed against the table, never tucked under it.

Impact Analysis

Persona

Mechanical Designer

Team Size Impact

5x Multiplier

Prototype Delay

3 Days

Est. Annual Cost

$30,000

1 user · 1 month240 min
Rest of team960 min
Rest of year13,200 min

monthly_minutes × 12 × team_multiplier ÷ 60 × $75/hr = $30k/yr

$75/hr assumed rate.

Annual team-minutes decomposed from the reported monthly inputs.

Evidence & Sources

1 Sources

MarinaBeguin/PIVOT PR #10: Eval robustness: three causes of wrong answers fixed

github.com

→

Analyst Notes

From the Grok pain-radar digests, Nov 1-2 2026 (Nov 1 8:41 AM ET through Nov 2 7:41 AM ET digests plus the Haitch editions). Verified live 2026-11-02: issue/PR read; title and state confirmed.