Add model card and config
Browse files- README.md +159 -0
- config.json +8 -0
- generation_config.json +4 -0
README.md
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---
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language:
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- en
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license: apache-2.0
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library_name: openai-compatible
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pipeline_tag: text-generation
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tags:
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- stealth-skeleton
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- mathematical-reasoning
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- conformal-prediction
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- optimal-transport
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- tool-calling
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- code-generation
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- livebench
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inference: false
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---
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<div align="center">
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# โก skeleton-flash
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### Quick retrieval. No vector database.
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**Stealth-Skeleton Research (`stealth-skeleton`)**
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</div>
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```text
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.-.
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(o.o) skeleton-flash
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|=| bones of math. no fluff.
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__|__
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```
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> **API-only.** This repository is the official Model Card & Documentation Hub for the `stealth-skeleton/skeleton-flash` endpoint on OpenRouter. It does **not** contain downloadable model weights. The Apache-2.0 license applies to the documentation and configuration files in this repository.
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**Low-Latency Vectorless Hierarchical PageIndex Tree RAG & High-Throughput Synthesis Engine**
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The speed specialist: retrieval over a hierarchical page-index tree instead of a vector store, plus high-throughput synthesis.
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## โจ What it does
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- **Vectorless hierarchical PageIndex tree RAG**: navigate the document tree, no embeddings needed.
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- **Low latency** for interactive use.
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- **High-throughput synthesis** for summarizing and combining many sources.
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## ๐งพ Quick facts
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| Property | Value |
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|---|---|
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| Interface | OpenAI-compatible Chat Completions |
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| Pricing | See the OpenRouter listing |
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| Weights | None: API-only |
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## ๐ฌ Under the hood
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- **Execution-verified mathematical operator synthesis**: generated operators are checked by running them.
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- **Sinkhorn-Knopp optimal transport**: L1 marginal residual 1.39e-16 at 40 iterations, epsilon = 0.15.
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- **Frisch-Waugh-Lovell (FWL) orthogonal projection**: residual < 1e-15.
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- **Romano Conformalized Quantile Regression (CQR)**: 90.35% empirical out-of-sample coverage, 0.2337 Normal CRPS.
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- **36th-order Hou-Li spectral filtering**.
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- **Auto-Exacto tool-calling grammar healing**: malformed tool-call JSON is repaired before it is returned.
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All figures above are self-reported from internal tests.
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## ๐ Benchmarks: Internal 3-Pass Evaluation Suite (Self-Reported)
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These results come from our internal 3-pass evaluation suite. They have not been independently verified and may differ from official leaderboard runs.
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| Suite | Score |
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|---|---|
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| MATH-500 | 92.00% |
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| GSM8K | 96.00% |
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| HumanEval | 92.00% |
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| GPQA-Diamond | 73.33% |
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| MMLU-Pro | 86.00% |
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| Arena-Hard | 85.00% |
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| ForecastBench (Proper Brier Skill) | 78.52% (0.0969 Brier) |
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| **Composite (mean of 7)** | **86.12 / 100** |
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## ๐ Try it in 30 seconds
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Model ID: `stealth-skeleton/skeleton-flash` via OpenRouter, once provider routing is active for your account.
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<details open>
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<summary><b>Python (OpenAI SDK)</b></summary>
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```python
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from openai import OpenAI
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client = OpenAI(
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base_url="https://openrouter.ai/api/v1",
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api_key="<YOUR_OPENROUTER_API_KEY>",
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)
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resp = client.chat.completions.create(
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model="stealth-skeleton/skeleton-flash",
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messages=[{"role": "user", "content": "Using the attached document tree, find the section that defines the termination clause and summarize it in three sentences."}],
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)
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print(resp.choices[0].message.content)
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```
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</details>
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<details>
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<summary><b>curl</b></summary>
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```bash
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curl https://openrouter.ai/api/v1/chat/completions \
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-H "Authorization: Bearer $OPENROUTER_API_KEY" \
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-H "Content-Type: application/json" \
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-d '{
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"model": "stealth-skeleton/skeleton-flash",
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"messages": [{"role": "user", "content": "Hello, skeleton!"}]
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}'
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```
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</details>
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<details>
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<summary><b>sst/opencode</b></summary>
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```json
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{
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"$schema": "https://opencode.ai/config.json",
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"provider": {
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"openrouter": {
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"options": { "apiKey": "<YOUR_OPENROUTER_API_KEY>" },
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"models": { "stealth-skeleton/skeleton-flash": {} }
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}
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},
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"model": "openrouter/stealth-skeleton/skeleton-flash"
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}
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```
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</details>
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## ๐ฆด Meet the family
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| Model | In one line |
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|---|---|
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| ๐ [skeleton-alpha](https://huggingface.co/stealth-skeleton/skeleton-alpha) | Free. Fast. Execution-verified. |
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| ๐ [skeleton-v1](https://huggingface.co/stealth-skeleton/skeleton-v1) | The flagship. Strict zero retention. |
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| ๐ [skeleton-math-pro](https://huggingface.co/stealth-skeleton/skeleton-math-pro) | Graduate-level math, spectral filters, transport. |
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| ๐ฎ [skeleton-forecast](https://huggingface.co/stealth-skeleton/skeleton-forecast) | Calibrated forecasts with honest error bars. |
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| ๐ฃ๏ธ [skeleton-council](https://huggingface.co/stealth-skeleton/skeleton-council) | Four voices argue. A sheaf decides. |
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| โก [skeleton-flash](https://huggingface.co/stealth-skeleton/skeleton-flash) | Quick retrieval. No vector database. |
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## ๐ Data & Privacy
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**Strict Zero Data Retention (ZDR).** Prompts and completions are processed in ephemeral memory only and are never logged or trained on.
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## โ ๏ธ Limitations
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- Behavior, limits and availability may change without notice.
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- Benchmarks are self-reported only; validate on your own workloads.
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- Not intended for safety-critical, medical, legal or financial decisions.
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config.json
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{
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"model_type": "api-endpoint",
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"model_id": "stealth-skeleton/skeleton-flash",
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"organization": "Stealth-Skeleton Research",
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"interface": "openai-compatible-chat-completions",
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"weights_available": false,
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"data_policy": "zero-data-retention"
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}
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generation_config.json
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{
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"temperature": 0.7,
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"top_p": 0.95
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}
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