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robotruth
It tells whether a policy change is real?
robotruth is an open source Python library and CLI that tells a robot lab whether a policy change is real. Contract checks, honest statistics, drift fingerprints, a calibrated outcome judge and a runtime guard.
Top comment
Robot CI for learned robot policies. It tells a robotics lab whether a policy change is real, before the robot, the eval or the launch demo tells them the hard way. Six modules: a fail-closed contract checker that proves the policy you deployed is the one you evaluated, honest statistics that refuse to print a rate without its interval, episode records and fleet metrics, drift fingerprints for the cell and the arm, a calibrated outcome judge that abstains instead of guessing, and a runtime guard. Everything in it is measured on public data and published with the scripts that produced it, including the runs that contradicted earlier claims. The headline finding is a correction to my own tool: ten failure detectors, nine of them from the recent literature, all sit at chance on the task failures real robots actually had, while catching injected execution faults almost perfectly.
About robotruth on Product Hunt
“ It tells whether a policy change is real?”
robotruth was submitted on Product Hunt and earned 2 upvotes and 1 comments, placing #151 on the daily leaderboard. robotruth is an open source Python library and CLI that tells a robot lab whether a policy change is real. Contract checks, honest statistics, drift fingerprints, a calibrated outcome judge and a runtime guard.
On the analytics side, robotruth competes within Robots, Hardware and Vercel Day — topics that collectively have 22.2k followers on Product Hunt. The dashboard above tracks how robotruth performed against the three products that launched closest to it on the same day.
Who hunted robotruth?
robotruth was hunted by Akhilesh Yadav. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of robotruth including community comment highlights and product details, visit the product overview.