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ENVIRONMENT PACKS

Private RL environments,
ready to license.

Explore collections Neranu produces from rights-cleared private source material.

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Coding agents · Repository-levelFounding collection

Python systems reliability

A focused collection of executable repair environments covering state recovery, concurrency, parsing, and API compatibility.

State recoveryConcurrent systemsAdversarial parsingAPI compatibility
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Pack candidate 01Release manifest
12environments
3private sources
3baseline models
RewardDeterministicDeliveryOCI bundle or APIUseRL + evaluationRuntimeResettable, isolated
Validation evidence travels with every environment.
WHAT THE LICENSE INCLUDES

A complete pack, not a folder of tasks.

Executable environments

Versioned containers, clean reset, task interfaces, and reward endpoints.

Evidence bundle

Reference solutions, hidden checks, review records, and model baselines.

Rights & delivery

Documented provenance and a commercial license scoped to the agreed use.

NEXT COLLECTIONS

A focused coding roadmap.

Planned extensions to the same repository-level coding focus.

In productionCoding agents · Repository-level

Rust data integrity

Repair environments around storage, parsers, and fault-tolerant data paths.

StorageParsingRecovery
PlannedCoding agents · Repository-level

Web framework maintenance

Realistic maintenance work across routing, caching, compatibility, and security boundaries.

DebuggingCompatibilitySecurity
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