Beexly commited on
Commit
652db29
ยท
verified ยท
1 Parent(s): 3985674

Add model card and config

Browse files
Files changed (3) hide show
  1. README.md +159 -0
  2. config.json +8 -0
  3. generation_config.json +4 -0
README.md ADDED
@@ -0,0 +1,159 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ language:
3
+ - en
4
+ license: apache-2.0
5
+ library_name: openai-compatible
6
+ pipeline_tag: text-generation
7
+ tags:
8
+ - stealth-skeleton
9
+ - mathematical-reasoning
10
+ - conformal-prediction
11
+ - optimal-transport
12
+ - tool-calling
13
+ - code-generation
14
+ - livebench
15
+ inference: false
16
+ ---
17
+
18
+ <div align="center">
19
+
20
+ # โšก skeleton-flash
21
+
22
+ ### Quick retrieval. No vector database.
23
+
24
+ ![interface](https://img.shields.io/badge/interface-OpenAI--compatible-black) ![license](https://img.shields.io/badge/license-Apache--2.0-green) ![skeleton-flash](https://img.shields.io/badge/low%20latency-yellow) ![benchmarks](https://img.shields.io/badge/benchmarks-self--reported-orange)
25
+
26
+ **Stealth-Skeleton Research (`stealth-skeleton`)**
27
+
28
+ </div>
29
+
30
+ ```text
31
+ .-.
32
+ (o.o) skeleton-flash
33
+ |=| bones of math. no fluff.
34
+ __|__
35
+ ```
36
+
37
+ > **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.
38
+
39
+ **Low-Latency Vectorless Hierarchical PageIndex Tree RAG & High-Throughput Synthesis Engine**
40
+
41
+ The speed specialist: retrieval over a hierarchical page-index tree instead of a vector store, plus high-throughput synthesis.
42
+
43
+ ## โœจ What it does
44
+
45
+ - **Vectorless hierarchical PageIndex tree RAG**: navigate the document tree, no embeddings needed.
46
+ - **Low latency** for interactive use.
47
+ - **High-throughput synthesis** for summarizing and combining many sources.
48
+
49
+ ## ๐Ÿงพ Quick facts
50
+
51
+ | Property | Value |
52
+ |---|---|
53
+ | Interface | OpenAI-compatible Chat Completions |
54
+ | Pricing | See the OpenRouter listing |
55
+ | Weights | None: API-only |
56
+
57
+ ## ๐Ÿ”ฌ Under the hood
58
+
59
+ - **Execution-verified mathematical operator synthesis**: generated operators are checked by running them.
60
+ - **Sinkhorn-Knopp optimal transport**: L1 marginal residual 1.39e-16 at 40 iterations, epsilon = 0.15.
61
+ - **Frisch-Waugh-Lovell (FWL) orthogonal projection**: residual < 1e-15.
62
+ - **Romano Conformalized Quantile Regression (CQR)**: 90.35% empirical out-of-sample coverage, 0.2337 Normal CRPS.
63
+ - **36th-order Hou-Li spectral filtering**.
64
+ - **Auto-Exacto tool-calling grammar healing**: malformed tool-call JSON is repaired before it is returned.
65
+
66
+ All figures above are self-reported from internal tests.
67
+
68
+ ## ๐Ÿ“Š Benchmarks: Internal 3-Pass Evaluation Suite (Self-Reported)
69
+
70
+ These results come from our internal 3-pass evaluation suite. They have not been independently verified and may differ from official leaderboard runs.
71
+
72
+ | Suite | Score |
73
+ |---|---|
74
+ | MATH-500 | 92.00% |
75
+ | GSM8K | 96.00% |
76
+ | HumanEval | 92.00% |
77
+ | GPQA-Diamond | 73.33% |
78
+ | MMLU-Pro | 86.00% |
79
+ | Arena-Hard | 85.00% |
80
+ | ForecastBench (Proper Brier Skill) | 78.52% (0.0969 Brier) |
81
+ | **Composite (mean of 7)** | **86.12 / 100** |
82
+
83
+ ## ๐Ÿš€ Try it in 30 seconds
84
+
85
+ Model ID: `stealth-skeleton/skeleton-flash` via OpenRouter, once provider routing is active for your account.
86
+
87
+ <details open>
88
+ <summary><b>Python (OpenAI SDK)</b></summary>
89
+
90
+ ```python
91
+ from openai import OpenAI
92
+
93
+ client = OpenAI(
94
+ base_url="https://openrouter.ai/api/v1",
95
+ api_key="<YOUR_OPENROUTER_API_KEY>",
96
+ )
97
+
98
+ resp = client.chat.completions.create(
99
+ model="stealth-skeleton/skeleton-flash",
100
+ messages=[{"role": "user", "content": "Using the attached document tree, find the section that defines the termination clause and summarize it in three sentences."}],
101
+ )
102
+ print(resp.choices[0].message.content)
103
+ ```
104
+
105
+ </details>
106
+
107
+ <details>
108
+ <summary><b>curl</b></summary>
109
+
110
+ ```bash
111
+ curl https://openrouter.ai/api/v1/chat/completions \
112
+ -H "Authorization: Bearer $OPENROUTER_API_KEY" \
113
+ -H "Content-Type: application/json" \
114
+ -d '{
115
+ "model": "stealth-skeleton/skeleton-flash",
116
+ "messages": [{"role": "user", "content": "Hello, skeleton!"}]
117
+ }'
118
+ ```
119
+
120
+ </details>
121
+
122
+ <details>
123
+ <summary><b>sst/opencode</b></summary>
124
+
125
+ ```json
126
+ {
127
+ "$schema": "https://opencode.ai/config.json",
128
+ "provider": {
129
+ "openrouter": {
130
+ "options": { "apiKey": "<YOUR_OPENROUTER_API_KEY>" },
131
+ "models": { "stealth-skeleton/skeleton-flash": {} }
132
+ }
133
+ },
134
+ "model": "openrouter/stealth-skeleton/skeleton-flash"
135
+ }
136
+ ```
137
+
138
+ </details>
139
+
140
+ ## ๐Ÿฆด Meet the family
141
+
142
+ | Model | In one line |
143
+ |---|---|
144
+ | ๐Ÿ’€ [skeleton-alpha](https://huggingface.co/stealth-skeleton/skeleton-alpha) | Free. Fast. Execution-verified. |
145
+ | ๐Ÿ‘‘ [skeleton-v1](https://huggingface.co/stealth-skeleton/skeleton-v1) | The flagship. Strict zero retention. |
146
+ | ๐Ÿ“ [skeleton-math-pro](https://huggingface.co/stealth-skeleton/skeleton-math-pro) | Graduate-level math, spectral filters, transport. |
147
+ | ๐Ÿ”ฎ [skeleton-forecast](https://huggingface.co/stealth-skeleton/skeleton-forecast) | Calibrated forecasts with honest error bars. |
148
+ | ๐Ÿ—ฃ๏ธ [skeleton-council](https://huggingface.co/stealth-skeleton/skeleton-council) | Four voices argue. A sheaf decides. |
149
+ | โšก [skeleton-flash](https://huggingface.co/stealth-skeleton/skeleton-flash) | Quick retrieval. No vector database. |
150
+
151
+ ## ๐Ÿ”’ Data & Privacy
152
+
153
+ **Strict Zero Data Retention (ZDR).** Prompts and completions are processed in ephemeral memory only and are never logged or trained on.
154
+
155
+ ## โš ๏ธ Limitations
156
+
157
+ - Behavior, limits and availability may change without notice.
158
+ - Benchmarks are self-reported only; validate on your own workloads.
159
+ - Not intended for safety-critical, medical, legal or financial decisions.
config.json ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "model_type": "api-endpoint",
3
+ "model_id": "stealth-skeleton/skeleton-flash",
4
+ "organization": "Stealth-Skeleton Research",
5
+ "interface": "openai-compatible-chat-completions",
6
+ "weights_available": false,
7
+ "data_policy": "zero-data-retention"
8
+ }
generation_config.json ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {
2
+ "temperature": 0.7,
3
+ "top_p": 0.95
4
+ }