Release standalone rtl-flutter-0.2 Q4_K_M

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+rtl-flutter-0.2.gguf filter=lfs diff=lfs merge=lfs -text

README.md

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+---
+base_model: Qwen/Qwen3.5-4B
+license: apache-2.0
+library_name: llama.cpp
+pipeline_tag: text-generation
+tags:
+- flutter
+- dart
+- mobile-development
+- gguf
+- llama.cpp
+---
+
+# RTL-Flutter 0.2
+
+`rtl-flutter-0.2` is a standalone, merged GGUF model for Dart, Flutter, and
+mobile-engineering assistance. The LoRA adapter has already been merged into
+the Qwen3.5-4B base; users do not need to download or pass a separate adapter.
+
+## Run with llama.cpp
+
+Download this repository and use the GGUF file directly:
+
+```bash
+hf download RahnTechLabs/rtl-flutter-0.2 \
+  rtl-flutter-0.2.gguf --local-dir ./rtl-flutter-0.2
+
+llama-cli \
+  -m ./rtl-flutter-0.2/rtl-flutter-0.2.gguf \
+  --jinja \
+  --reasoning-budget 0 \
+  -p "Explain how Flutter Widget.canUpdate works."
+```
+
+For a local OpenAI-compatible server:
+
+```bash
+llama-server \
+  -m ./rtl-flutter-0.2/rtl-flutter-0.2.gguf \
+  --jinja \
+  --reasoning-budget 0
+```
+
+The file is Q4_K_M quantized and is approximately 2.7 GB. A llama.cpp build
+with Qwen3.5 support is required; current llama.cpp releases provide this
+architecture.
+
+## Intended use and limitations
+
+This is an experimental domain model for engineering assistance, code review,
+debugging explanations, and architecture discussions involving Flutter, Dart,
+Android, and iOS. It can produce confident errors, especially on version-
+specific APIs and edge cases. Verify answers against the current SDK and
+official documentation before shipping production code.
+
+The held-out benchmark and training data are not included in this repository.
+Do not put secrets, proprietary code, or personal data into prompts.
+
+## Training and provenance
+
+- Base: `Qwen/Qwen3.5-4B`
+- 475 training examples and 25 validation examples
+- 2 epochs, learning rate `5e-6`
+- LoRA rank 8, alpha 16, dropout 0.05
+- bfloat16 training in the project ROCm/PyTorch workflow
+- Sources included authorized local Dart/Flutter material and current official
+  Flutter and `flutter_bloc` documentation
+
+The published file was produced by merging the project LoRA adapter into a
+compatible Q4_K_M base, then requantizing the merged weights to Q4_K_M for
+standalone distribution. Requantization can cause a small quality change from
+the unquantized merged intermediate.
+
+## License
+
+The base model is distributed under Apache-2.0. This release contains derived
+weights, so review the base model terms and ensure that you have the necessary
+rights for any local source material before redistributing or deploying it.

release_manifest.json

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+{
+  "release": "rtl-flutter-0.2",
+  "repository": "RahnTechLabs/rtl-flutter-0.2",
+  "format": "GGUF",
+  "quantization": "Q4_K_M",
+  "standalone": true,
+  "base_model": "Qwen/Qwen3.5-4B",
+  "license": "apache-2.0",
+  "source_adapter": "rtl-flutter-v0.2-r8",
+  "training": {
+    "train_rows": 475,
+    "validation_rows": 25,
+    "epochs": 2,
+    "learning_rate": 5e-6,
+    "lora_rank": 8,
+    "lora_alpha": 16,
+    "lora_dropout": 0.05,
+    "precision": "bfloat16"
+  },
+  "validation_metrics": {
+    "validation_loss": 1.7573,
+    "validation_perplexity": 5.797,
+    "elapsed_seconds": 1723,
+    "peak_vram_gb": 9.96
+  },
+  "benchmark": {
+    "held_out_file": "not included in release package",
+    "questions_included": false
+  },
+  "privacy": {
+    "training_data_copied": false,
+    "benchmark_questions_copied": false,
+    "private_project_paths_copied": false
+  },
+  "llama_cpp": {
+    "file": "rtl-flutter-0.2.gguf",
+    "base_quantization": "Q4_K_M",
+    "standalone": true,
+    "sha256": "8bce1c52c570dc5a63f1c302e62da4fca29805c6cbe961ccb54e21cd54e09fed"
+  },
+  "files": {
+    "rtl-flutter-0.2.gguf": {
+      "bytes": 2708804768,
+      "sha256": "8bce1c52c570dc5a63f1c302e62da4fca29805c6cbe961ccb54e21cd54e09fed"
+    }
+  }
+}

rtl-flutter-0.2.gguf

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