Onshape's 3MF export paints composite parts near-white (232,232,232) where the CAD shows 55,55,55, and the team had to fetch glTF instead.
Recurring agent failure issue in cadsense (johari-dev)
What engineers report
A recurring agent failure problem in cadsense (johari-dev) that mostly hits the mechanical designer.
Failure pattern: validation / failure
Analyst note
From the Grok pain-radar digests, Nov 8-9 2026 (Nov 8 8:41 AM ET through Nov 9 6:41 AM ET digests plus the Haitch editions). Verified live 2026-11-09: issue/PR read; title and state confirmed.
What it costs a team
Modeled annual cost
$30,000
For a team of 5
Prototype delay
3 days
Modeled schedule slip per occurrence
Time lost
240 min
Per engineer per month, about 1 incidents
How the cost is modeled
240 min/month × 5 engineers × 12 months = 240 hours × $125/hour = $30,000
A modeled estimate with medium confidence. Swap in your own team size and loaded rate to size it for your team.
Engineering tools that address it
No engineering tool profile lists this error yet. Browse tools that connect to cadsense (johari-dev).
Evidence
More recurring errors in cadsense (johari-dev)
- An AI CAD review tool: syncing Onshape CAD took three steps, and the header Sync button failed silently when another chat in the same project was running, because the server refuses any sync during a run. Live Onshape downloads were not tested, since no key was available.MCAD · impact 66
- Every cadsense sync after an Onshape edit cost 11 API calls, the same as a first import: reread the definition and BOM, re-export the full assembly as 3MF, refetch ambiguous parts. They now key on per-Part-Studio microversion IDs to carry unchanged parts forward.MCAD · impact 66
Sourced from public community reports. Costs and delays are modeled estimates, not measurements. Know a better source or a fix? Tell us at hello@productflo.io.