Deterministic reward
RequiredEvery outcome resolves to an executable pass or fail contract.
NERANU QUALITY STANDARDWhat must be true
Request the full standard What must be true
before we release a pack.
The production system stays inside Neranu. Every licensed environment ships with its evidence.
THE RULE
An environment is not finished when the reference solution passes.
It is finished when correct work is rewarded, shortcuts are rejected, clean replays agree, rights are documented, and independent reviewers sign off.
RELEASE REQUIREMENTS
Six forms of evidence.
Known-bad rejection
RequiredAdversarial and shortcut solutions are tested before release.
Reproducible runtime
RequiredPinned, resettable containers with the network disabled by default.
Independent review
RequiredTwo reviewers inspect specification, solution, tests, and difficulty.
Rights record
RequiredEvery source and derived artifact is tied to a documented grant of rights.
Baseline evidence
RequiredMultiple model snapshots establish difficulty and expose failure modes.
INTERNAL PRODUCTION
Private source in. Verified environments out.
This is Neranu's operational responsibility, not a workflow the customer has to manage.
Acquire
Secure rights to private source material with usable technical depth.
Produce
Experts turn real failure surfaces into resettable, reward-bearing environments.
Verify
Neranu tests determinism, shortcut resistance, provenance, and difficulty.
Release
A frozen pack is licensed for training, evaluation, or managed access.
RELEASE RECORD
ENVIRONMENTAtomic cache recovery
Candidate 01 · revision 8Reference executionPassed
Known-bad rejection12 / 12
Deterministic replay10 / 10
Independent review2 / 2
Rights recordComplete
Runtime isolationPassed
The evidence ships with the pack.
Request access Customers can audit the release record before running an environment in training or evaluation.