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PINKlab/OSHE-Local-v2
OSHE-Local-v2 is a text generation model from PINKlab. Use it when you need the model to write or continue text. It is set up for mlx. The card lists the license as other.
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…
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Updated Aug 24, 2026
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From the Hugging Face model README
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.
An unmodified local checkpoint provides text generation. OSHE adds the product layer needed to use that checkpoint as a controlled local engine:
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.
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.
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.
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: [email protected]