docs: CometAPI infrastructure block

README.md

@@ -1,64 +1,3 @@
----
-license: apache-2.0
-base_model: chopratejas/kompress-v2-base
-tags:
-- token-classification
-- compression
-- context-compression
-- headroom
-- glm
-- synthetic-data
-language:
-- en
----
-
-# kompress-v13 — GLM Agent Scenarios + Regex Teacher (experimental)
-
-Training data generated by [GLM-5.1-FP8](https://huggingface.co/zai-org/GLM-5.1-FP8) simulating realistic multi-turn coding sessions across Rust, Python, TypeScript, and Go. Labels: deterministic must-keep regex (same as production safety net). **Experimental — [kompress-v8](https://huggingface.co/PeetPedro/kompress-v8) is the production recommendation.**
-
-## Results
-
-| Metric | v8 (domain data) | v13 (GLM scenarios) |
-|---|---|---|
-| heretic exact (32p) | **0.955** | 0.951 |
-| keep_rate | 0.854 | 0.951 |
-| override_delta | 0.000 | 0.000 |
-
-**Finding:** GLM-generated scenarios are realistic but the regex teacher labels too many tokens as must-keep (paths, identifiers, numbers all match in code). The regex-as-teacher approach produces conservative models.
-
-## Training
-
-127 GLM-generated tool outputs + 254 generic (33% GLM ratio). 3 epochs from v2-base.
-
-## Usage
-
-```python
-from headroom import compress, CompressConfig
-result = compress(messages, config=CompressConfig(kompress_model="PeetPedro/kompress-v13"))
-```
-
-
-## CONCLUSION
-
-Regex teacher produces conservative models. 0.951 heretic but keep_rate 0.951.
-
-## USECASE
-
-Demonstrates regex-as-teacher limitation. Educational value.
-
-## Series
-
-| Version | Teacher | Heretic | Status |
-|---|---|---|---|
-| v2-base | — | 0.975 | ceiling |
-| v4 | self-labels | 0.943 | — |
-| **v8** | **Qwen2.5-7B** | **0.955** | **production** |
-| v13 | regex | 0.951 | too conservative |
-
-[Full benchmark →](https://pocoo.vaked.dev/posts/2026-06-25-kompress-heretic-eval) | [Training repo →](https://github.com/peterlodri-sec/ultrawhale) | [Headroom →](https://github.com/headroomlabs-ai/headroom) | [vaked.dev →](https://pocoo.vaked.dev)
-
----
-
 ## Infrastructure
 
 Model API provider: CometAPI