Neptune 27B is in training
DocumentationDOC / 01

The operating record for Neptune.

Neptune documentation is maintained as a technical record. Model identity, interface contracts, evaluation conditions, and publication state remain attached in one place.

Scope
Identity, interface, evaluation
Model cards
Pending publication
Canonical source
Hugging Face

Read the source before the summary.

Exact installation, serving, license, tokenizer, and runtime instructions publish with each model card. Ainfera does not present placeholder commands as runnable documentation.

A request should explain itself.

Agent systems are easier to inspect when intent, tools, and state travel together. The response remains legible to the surrounding system at every step.

Illustrative request shapeJSON
{
  "intent": "reconcile_accounts",
  "tools": [
    {
      "name": "ledger_lookup",
      "input_schema": { "account_id": "string" }
    }
  ],
  "state": {
    "objective": "close_month",
    "completed": ["load_ledger"]
  }
}
Intent
The objective the system is trying to complete.
Tools
The callable interfaces and their accepted arguments.
State
What has happened, what remains, and what must persist.
Response
A structured action, observation, or final answer.

A result is inseparable from its conditions.

Public values remain N/A until observed results can be published with the exact model revision, suite, harness, runtime, date, and uncertainty.

N/A
Model identity
Exact model, revision, tokenizer, and weights.
N/A
Suite identity
Task set, dataset version, harness, and exclusions.
N/A
Runtime
Hardware, precision, quantization, memory, and serving settings.
N/A
Observation
Result, uncertainty, measurement date, and source record.
N/A

Built by agents, for agents.

Factory