Update README.md

README.md

@@ -28,11 +28,8 @@ It outputs **strict JSON** with a short `title` (≤ 65 chars) and up to 3 `bull
 
   * **Input:** prompt containing the diff (plain text).
   * **Output:** JSON object: `{"title": "...", "bullets": ["...", "..."]}`.
-* **Developed by:** Ethan (HF: `ethanke`)
-* **Shared by:** Ethan (HF: `ethanke`)
 * **Model type:** LoRA adapter for causal LM (text generation)
 * **Language(s):** English (commit message conventions)
-* **License:** Inherits base model’s license; dataset has **non-commercial** terms (see **Training Data**). Review before production/commercial use.
 * **Finetuned from:** `unsloth/LFM2-350M-unsloth-bnb-4bit` (4-bit quantized base, trained with QLoRA)
 
 ### Model Sources
@@ -46,23 +43,6 @@ It outputs **strict JSON** with a short `title` (≤ 65 chars) and up to 3 `bull
 * Convert patch diffs into Conventional Commit messages for PR titles, commits, and changelogs.
 * Provide human-readable summaries in agent UIs with guaranteed JSON structure.
 
-### Downstream Use
-
-* Plug into CI to auto-suggest commit titles after tests pass.
-* Use as a **helper** in a larger agent system (router/planner stays in a bigger model).
-
-### Out-of-Scope Use
-
-* General code generation or deep refactoring explanations.
-* Non-English commit conventions.
-* Knowledge-intensive narrative summaries.
-
-## Bias, Risks, and Limitations
-
-* Trained on public commits filtered to Conventional Commit titles; may **prefer certain styles/projects**.
-* Long diffs are truncated to `max_length`; summarization may miss edge changes.
-* Dataset license may restrict **commercial** usage; verify for your case.
-
 ### Recommendations
 
 * Enforce JSON validation; if invalid, retry with a JSON-repair prompt.
@@ -137,21 +117,13 @@ print(obj)
 ## Environmental Impact
 
 * **Hardware:** 1× NVIDIA GTX 3060 12 GB (local)
-* **Hours used:** ~1–2 h (prototype)
+* **Hours used:** ~2 h (prototype)
 
 ## Technical Specifications
 
 * **Architecture:** LFM2-350M (decoder-only) + LoRA adapter
 * **Libraries:** `transformers`, `trl`, `peft`, `bitsandbytes`, `datasets`, `unsloth`
 
-## Citation
-
-If you use this model, please cite the base model and dataset authors according to their cards.
-
-## Model Card Authors
-
-* Ethan (`ethanke`) and contributors
-
 ## Contact
 
 * Open an issue on the Hub repo or message `ethanke` on Hugging Face.