OSHE Local v2 Community Preview

OSHE Local v2 is a free, local-first AI engine for Apple Silicon Macs, developed and published by byPINKLAND Limited. It combines a Gemma 4 E2B foundation checkpoint with automatic capability routing, source-grounded multi-document analysis, bounded local file operations, local memory and a calculator Harness behind one local API.

The release includes its admitted signed learned capability pack. Users do not download, install or select adapters separately.

Why OSHE

An unmodified local checkpoint provides text generation. OSHE adds the product layer needed to use that checkpoint as a controlled local engine:

  • automatic routing between chat and structured capabilities;
  • source-grounded document comparison with conflict and missing-evidence checks;
  • a signed, verified multi-document capability pack;
  • bounded local file and memory operations;
  • deterministic calculator Harness support;
  • an OpenAI-compatible interface on a loopback-only endpoint;
  • signed install, in-place update and rollback workflows.

Measured route improvement

On the same frozen eight-case multi-document subset and with the same evaluation gates, the complete OSHE Local v2 route improved over the unmodified Gemma 4 E2B base route as follows:

Measurement Gemma 4 E2B base OSHE Local v2 Change
Reference-score attainment 65% 95% +30 percentage points
Schema compliance 87.5% 100% +12.5 percentage points
Non-overconfidence 87.5% 100% +12.5 percentage points

These are route-specific product measurements for multi-document analysis. They measure the complete OSHE route, including its signed learned capability pack and required source-grounding guard, against the unmodified base checkpoint on the same cases. They are not a broad model benchmark, a general-intelligence claim or a claim of parity with larger foundation models.

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. This known limitation remains disclosed and has not been relabelled as a pass.

See EVALUATION.md for the evaluation scope, metric definitions, reproducibility hashes and limitations.

Download

Release: 2.0.0-preview.1
Platform: Apple Silicon macOS
Archive: OSHE-Local-v2-Community-Preview-2.0.0-preview.1-macos-arm64.tar.gz
SHA-256: 6f1f4cec77b225e8b6b96215d08e1b26e55cebb7edaaec0a0166174e7c63216e

Verify the checksum before extraction, then follow INSTALL.md.

Local API

Base URL   http://127.0.0.1:8093/v1
Model      oshe-local-v2
Chat       /chat/completions
Automatic  /oshe/respond

The automatic route selects a supported capability and fails closed when a request is ambiguous or outside the public capability contract.

Terms and privacy

OSHE Local v2 is binary Community Preview software, not an open-source release. Read the included Terms, Privacy Notice, Model Lineage, and Third-Party Notices before use.

Publisher: byPINKLAND Limited, company no. 13945554
Registered office: 71-75 Shelton Street, Covent Garden, London WC2H 9JQ, United Kingdom
Contact: hello@bypinkland.com

Downloads last month

-

Downloads are not tracked for this model. How to track
Inference Providers NEW
This model isn't deployed by any Inference Provider. 🙋 Ask for provider support