Private supply for agent training

Private RL environments for coding agents.

Neranu acquires rights to private software, turns it into reproducible agent environments, and licenses ready-made packs for reinforcement learning and evaluation.

Rights documentedDeterministic rewardsBaseline evidence
FOUNDING COLLECTIONDesign partner access
Coding agents · Repository-level

Python systems reliability

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

12environments
3private sources
3baseline models
State recoveryConcurrent systemsAdversarial parsingAPI compatibility
Inspect pack and evidence
READY FORRL trainingPrivate evaluationManaged benchmarking

Ready-to-run environments.
Nothing left to assemble.

Neranu handles source acquisition, rights, task design, verifier hardening, and calibration. Model teams receive a complete pack for training and evaluation.

Executable environments

Pinned containers, reset logic, tools, and agent-ready task interfaces.

Quality evidence

Reference solutions, hidden checks, independent review, and baseline results.

Usable rights

A documented rights record and a license scoped to your training or evaluation use.

One focused failure surface, packaged for use.

The founding collection targets reliability failures that public coding benchmarks rarely cover deeply: partial writes, concurrent state, corrupted streams, and compatibility constraints.

  • State recovery
  • Concurrent systems
  • Adversarial parsing
  • API compatibility
Open the pack
DELIVERY MANIFESTRelease candidate 01
python-systems-reliabilityFounding collection · candidate 01
Environment formatOCI container + JSON manifest
RewardExecutable · deterministic
RuntimeResettable · network isolated
AccessPrivate bundle or hosted API
LicenseTraining, evaluation, or exclusive
Evidence includedTests · reviews · provenance · baselines

Private source material, transformed into verified RL environments.

Neranu manages sourcing, expert production, validation, and release. Each pack arrives sealed, documented, and ready to run.

01
Acquire

Secure rights to private source material with usable technical depth.

02
Produce

Experts turn real failure surfaces into resettable, reward-bearing environments.

03
Verify

Neranu tests determinism, shortcut resistance, provenance, and difficulty.

04
Release

A frozen pack is licensed for training, evaluation, or managed access.

Evaluate the pack before you license it.

We are looking for one model team to shape the first collection and its delivery format.

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