Model overview
Embedding model for octomind capability / skill auto-activation: `ibm-granite/granite-embedding-30m-english` (30M params, 6 layers, 384-dim, CLS-pooled, prefix-free, English) fine-tuned on trigger phrases from the octomind-tap capabilities + skills catalog and blended back into the base as a WiSE-FT model soup, which beats both the base and the raw fine-tune on the runtime gate (mean-of-top-3 cosine + threshold + margin). Training: rule-based + LLM paraphrase augmentation, one epoch of `CachedMultipleNegativesRankingLoss` (scale 10) on in-class pairs and positive-aware hard-negative triplets, `MatryoshkaLoss` over [384, 256, 192, 128, 96], then weight interpolation with the base. octomind loads `onnx:muvon/octomind-embed` via octolib's ONNX provider (`MODEL_NAME` in `octomind/src/embeddings/mod.rs`). Runtime thresholds are model-specific and calibrated against the int8 graph (`AUTO_ACTIVATE_THRESHOLD` / `_MARGIN` in `capability.rs`, `SEMANTIC_*` in `skill.rs`).
Key features
特点摘要待依据来源补齐，不凭模型名称推断能力。
Limitations & considerations
Sources are insufficient to establish specific limitations. Verify task performance, latency, data policies, licensing and version lifecycle.
Source prices & cost analysis
Prices vary by channel, region and configuration. Channel quotes are listed independently and are not treated as a single official provider price.
| Source / channel | Input | Output | Billing unit | Collected at |
|---|---|---|---|---|
| No verified prices yet. Check the source channel. | ||||
Estimate monthly base token costs
Estimates exclude cache discounts, tiered pricing, multimodal surcharges, web search, taxes and additional reasoning output.
Public benchmarks & run configuration
暂无已采集的可核验公开评分。模型未上榜不代表能力较低。
View full indexed rankings →Frequently asked questions
Do open weights permit free commercial use?
Not necessarily. Check the version license, commercial conditions and usage policies. Self-hosting incurs compute and maintenance costs.
Are these real-time billing prices?
These are timestamped source snapshots, not live billing prices. Check the channel for current versions, regions, discounts and billing methods.
Sources & traceability
许可证：apache-2.0。模型介绍与第三方评测均以原来源的具体版本和方法为准。