PINKlab Hugging Face
Compact local computer running an abstract AI engine interface

PINKlab local AI infrastructure

OSHE Local v2

A free local AI engine for Apple Silicon, combining Gemma 4 E2B with automatic capability routing, source-grounded document analysis, local memory and an OpenAI-compatible integration layer.

Download Community Preview Review installation guide
Community Preview 2.0.0-preview.1 macOS arm64 2.53 GB
Private local deploymentInference is served through a loopback-only endpoint
Automatic capability routingThe admitted signed capability pack is included and selected at runtime
Application-ready interfaceOpenAI-compatible API on port 8093

Validated product performance

Measured improvements on the multi-document analysis route.

OSHE retains Gemma 4 E2B for general chat and applies its bundled signed specialist capability pack only to eligible multi-document tasks. The route combines learned task behaviour with deterministic source-grounding controls.

+30 percentage points 65% → 95%

Reference-score attainment

Measured as a score-versus-teacher ratio on the fixed evaluation set.

+12.5 percentage points 87.5% → 100%

Schema compliance

Responses that satisfied the structured multi-document response contract.

+12.5 percentage points 87.5% → 100%

Non-overconfidence rate

Responses that avoided overconfident conclusions when evidence was incomplete or conflicting.

Foundation checkpoint

Local text generation without OSHE routing, source checks, capability controls or integration contract.

OSHE product stack

The same local foundation for general chat, plus task routing, a signed specialist capability pack, source-grounded output and a local API.

Measured on the same frozen eight-case multi-document subset, scored as 32 records with the same evaluation gates and foundation-model hash: the unmodified Gemma 4 E2B base route versus the complete OSHE Local v2 route, including its signed learned capability pack and required source-grounding guard. These are route-specific product measurements, not a weights-only comparison, broad model benchmark or general-intelligence claim. The source evaluation reports all_gates_passed: false because a separate Cantonese mimicry diagnostic scored 0.125 against its 0.80 threshold; formal written Traditional Chinese passed 16/16 in the scoped product evaluation.

Product architecture

A controlled local AI runtime for application integration.

OSHE packages model serving, task routing, capability verification and host-side controls behind one consistent local interface.

01

Local inference

General text generation is processed by the local foundation model without routing prompts to an OSHE-operated cloud service.

02

Source-grounded analysis

Compare supplied documents, identify conflicts and missing evidence, and maintain traceability between conclusions and source material.

03

Integrated capability pack

The public multi-document specialist is installed with the engine, verified at launch and selected without manual adapter setup.

04

Automatic route selection

The /oshe/respond route selects chat, multi-document analysis, bounded local file access, local memory or the calculator Harness for each supported request.

Integration interface

A consistent local endpoint for product teams.

Connect desktop applications, internal tools and reviewed bridges through the same OpenAI-compatible contract.

BASE_URL  http://127.0.0.1:8093/v1
MODEL     oshe-local-v2
CHAT      /chat/completions
AUTO      /oshe/respond

Deployment

Signed installation package for Apple Silicon.

Download the signed archive from Hugging Face. Before activation, the installer verifies the frozen inventory, release signature and required capability pack.

  1. 1

    Verify

    shasum -a 256 OSHE-Local-v2-Community-Preview-2.0.0-preview.1-macos-arm64.tar.gz
  2. 2

    Extract

    tar -xzf OSHE-Local-v2-Community-Preview-2.0.0-preview.1-macos-arm64.tar.gz
  3. 3

    Install

    ./bundle/bin/oshe-local install
SHA-256 6f1f4cec77b225e8b6b96215d08e1b26e55cebb7edaaec0a0166174e7c63216e
Open full installation guide

Community Preview

For technical and product evaluation.

The Community Preview is provided for local evaluation, integration testing, technical review and feedback. It does not include service-level, support, performance, security or fitness-for-purpose commitments.

Included: engine runtime, foundation model files, public capability pack, installer and notices.

Publisher: byPINKLAND Limited, company no. 13945554.

Terms Privacy Model lineage Third-party notices