diff --git a/checkpoints/en-step-100/README.md b/checkpoints/en-step-100/README.md
deleted file mode 100644
index 35f211ca3fa7c948547cb5e20d5fe3dddec13f9e..0000000000000000000000000000000000000000
--- a/checkpoints/en-step-100/README.md
+++ /dev/null
@@ -1,210 +0,0 @@
----
-base_model: unsloth/Ministral-3-3B-Instruct-2512-bnb-4bit
-library_name: peft
-pipeline_tag: text-generation
-tags:
-- base_model:adapter:unsloth/Ministral-3-3B-Instruct-2512-bnb-4bit
-- lora
-- sft
-- transformers
-- trl
-- unsloth
----
-
-# Model Card for Model ID
-
-
-
-
-
-## Model Details
-
-### Model Description
-
-
-
-
-
-- **Developed by:** [More Information Needed]
-- **Funded by [optional]:** [More Information Needed]
-- **Shared by [optional]:** [More Information Needed]
-- **Model type:** [More Information Needed]
-- **Language(s) (NLP):** [More Information Needed]
-- **License:** [More Information Needed]
-- **Finetuned from model [optional]:** [More Information Needed]
-
-### Model Sources [optional]
-
-
-
-- **Repository:** [More Information Needed]
-- **Paper [optional]:** [More Information Needed]
-- **Demo [optional]:** [More Information Needed]
-
-## Uses
-
-
-
-### Direct Use
-
-
-
-[More Information Needed]
-
-### Downstream Use [optional]
-
-
-
-[More Information Needed]
-
-### Out-of-Scope Use
-
-
-
-[More Information Needed]
-
-## Bias, Risks, and Limitations
-
-
-
-[More Information Needed]
-
-### Recommendations
-
-
-
-Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
-
-## How to Get Started with the Model
-
-Use the code below to get started with the model.
-
-[More Information Needed]
-
-## Training Details
-
-### Training Data
-
-
-
-[More Information Needed]
-
-### Training Procedure
-
-
-
-#### Preprocessing [optional]
-
-[More Information Needed]
-
-
-#### Training Hyperparameters
-
-- **Training regime:** [More Information Needed]
-
-#### Speeds, Sizes, Times [optional]
-
-
-
-[More Information Needed]
-
-## Evaluation
-
-
-
-### Testing Data, Factors & Metrics
-
-#### Testing Data
-
-
-
-[More Information Needed]
-
-#### Factors
-
-
-
-[More Information Needed]
-
-#### Metrics
-
-
-
-[More Information Needed]
-
-### Results
-
-[More Information Needed]
-
-#### Summary
-
-
-
-## Model Examination [optional]
-
-
-
-[More Information Needed]
-
-## Environmental Impact
-
-
-
-Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
-
-- **Hardware Type:** [More Information Needed]
-- **Hours used:** [More Information Needed]
-- **Cloud Provider:** [More Information Needed]
-- **Compute Region:** [More Information Needed]
-- **Carbon Emitted:** [More Information Needed]
-
-## Technical Specifications [optional]
-
-### Model Architecture and Objective
-
-[More Information Needed]
-
-### Compute Infrastructure
-
-[More Information Needed]
-
-#### Hardware
-
-[More Information Needed]
-
-#### Software
-
-[More Information Needed]
-
-## Citation [optional]
-
-
-
-**BibTeX:**
-
-[More Information Needed]
-
-**APA:**
-
-[More Information Needed]
-
-## Glossary [optional]
-
-
-
-[More Information Needed]
-
-## More Information [optional]
-
-[More Information Needed]
-
-## Model Card Authors [optional]
-
-[More Information Needed]
-
-## Model Card Contact
-
-[More Information Needed]
-### Framework versions
-
-- PEFT 0.19.1
\ No newline at end of file
diff --git a/checkpoints/en-step-100/adapter_config.json b/checkpoints/en-step-100/adapter_config.json
deleted file mode 100644
index 80dc6e986ac12b5d4f914f7379571035877705ef..0000000000000000000000000000000000000000
--- a/checkpoints/en-step-100/adapter_config.json
+++ /dev/null
@@ -1,44 +0,0 @@
-{
- "alora_invocation_tokens": null,
- "alpha_pattern": {},
- "arrow_config": null,
- "auto_mapping": {
- "base_model_class": "Mistral3ForConditionalGeneration",
- "parent_library": "transformers.models.mistral3.modeling_mistral3",
- "unsloth_fixed": true
- },
- "base_model_name_or_path": "unsloth/Ministral-3-3B-Instruct-2512-bnb-4bit",
- "bias": "none",
- "corda_config": null,
- "ensure_weight_tying": false,
- "eva_config": null,
- "exclude_modules": null,
- "fan_in_fan_out": false,
- "inference_mode": true,
- "init_lora_weights": true,
- "layer_replication": null,
- "layers_pattern": null,
- "layers_to_transform": null,
- "loftq_config": {},
- "lora_alpha": 16,
- "lora_bias": false,
- "lora_dropout": 0,
- "lora_ga_config": null,
- "megatron_config": null,
- "megatron_core": "megatron.core",
- "modules_to_save": null,
- "peft_type": "LORA",
- "peft_version": "0.19.1",
- "qalora_group_size": 16,
- "r": 16,
- "rank_pattern": {},
- "revision": null,
- "target_modules": "(?:.*?(?:language|text).*?(?:self_attn|attention|attn|mixer|mlp|feed_forward|ffn|dense|mixer).*?(?:q_proj|k_proj|v_proj|o_proj|gate_proj|up_proj|down_proj))|(?:\\bmodel\\.layers\\.[\\d]{1,}\\.(?:self_attn|attention|attn|mixer|mlp|feed_forward|ffn|dense|mixer)\\.(?:(?:q_proj|k_proj|v_proj|o_proj|gate_proj|up_proj|down_proj)))",
- "target_parameters": null,
- "task_type": "CAUSAL_LM",
- "trainable_token_indices": null,
- "use_bdlora": null,
- "use_dora": false,
- "use_qalora": false,
- "use_rslora": false
-}
\ No newline at end of file
diff --git a/checkpoints/en-step-100/adapter_model.safetensors b/checkpoints/en-step-100/adapter_model.safetensors
deleted file mode 100644
index 542a726babcbf9d725a1699da3a22e08ed7628ca..0000000000000000000000000000000000000000
--- a/checkpoints/en-step-100/adapter_model.safetensors
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d1c37958149ac3a8e1223bce764678035f17bb02ad1b9b1f944167a0126067af
-size 98882136
diff --git a/checkpoints/en-step-100/chat_template.jinja b/checkpoints/en-step-100/chat_template.jinja
deleted file mode 100644
index d12b7b1682013d6d7c29ac4431c9cef4980a08b3..0000000000000000000000000000000000000000
--- a/checkpoints/en-step-100/chat_template.jinja
+++ /dev/null
@@ -1,2 +0,0 @@
-{{ bos_token }}{%- set default_system = 'You are a thinking neural network and your name is Fwizzer-R1-3B-RU. Write your entire train of thought and steps inside the (write first) and (write at the end of reasoning) tags, and the final answer must be written after them. Always respond and reason strictly in the language the user addressed you in (for example, if the question is in Russian - answer in Russian, if in English - in English, if in Chinese - in Chinese).' -%}{%- if messages[0]['role'] == 'system' -%} {%- set system_message = messages[0]['content'] -%} {%- set loop_messages = messages[1:] -%}{%- else -%} {%- set system_message = default_system -%} {%- set loop_messages = messages -%}{%- endif -%}{%- for message in loop_messages -%} {%- if message['role'] == 'user' -%} {%- if loop.first and system_message -%} {{ '[SYSTEM_PROMPT]' + system_message + '[/SYSTEM_PROMPT][INST]' + message['content'] + '[/INST]' }} {%- else -%} {{ '[INST]' + message['content'] + '[/INST]' }} {%- endif -%} {%- elif message['role'] == 'assistant' -%} {{ message['content'] + eos_token }} {%- endif -%}{%- endfor -%}{%- if add_generation_prompt -%} {{ '
-' }}{%- endif -%}
\ No newline at end of file
diff --git a/checkpoints/en-step-100/processor_config.json b/checkpoints/en-step-100/processor_config.json
deleted file mode 100644
index 097b45786463e82732abb895e25375fa788da72b..0000000000000000000000000000000000000000
--- a/checkpoints/en-step-100/processor_config.json
+++ /dev/null
@@ -1,32 +0,0 @@
-{
- "image_break_token": "[IMG_BREAK]",
- "image_end_token": "[IMG_END]",
- "image_processor": {
- "data_format": "channels_first",
- "do_convert_rgb": true,
- "do_normalize": true,
- "do_rescale": true,
- "do_resize": true,
- "image_mean": [
- 0.48145466,
- 0.4578275,
- 0.40821073
- ],
- "image_processor_type": "PixtralImageProcessor",
- "image_std": [
- 0.26862954,
- 0.26130258,
- 0.27577711
- ],
- "patch_size": 14,
- "resample": 3,
- "rescale_factor": 0.00392156862745098,
- "size": {
- "longest_edge": 1540
- }
- },
- "image_token": "[IMG]",
- "patch_size": 14,
- "processor_class": "PixtralProcessor",
- "spatial_merge_size": 2
-}
diff --git a/checkpoints/en-step-100/tokenizer.json b/checkpoints/en-step-100/tokenizer.json
deleted file mode 100644
index e6bf7dbf890c2968534bb2f900705272286dc115..0000000000000000000000000000000000000000
--- a/checkpoints/en-step-100/tokenizer.json
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:577575622324b2e099e2648be26bdeb5e5815ffe66d7004e9e3ddbf421db6bf1
-size 17078110
diff --git a/checkpoints/en-step-100/tokenizer_config.json b/checkpoints/en-step-100/tokenizer_config.json
deleted file mode 100644
index 08915f79e6f052838b24a47697060098db155be8..0000000000000000000000000000000000000000
--- a/checkpoints/en-step-100/tokenizer_config.json
+++ /dev/null
@@ -1,9020 +0,0 @@
-{
- "add_prefix_space": null,
- "backend": "tokenizers",
- "bos_token": "",
- "clean_up_tokenization_spaces": false,
- "eos_token": "",
- "extra_special_tokens": [
- "",
- "",
- "",
- "[INST]",
- "[/INST]",
- "[AVAILABLE_TOOLS]",
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- "",
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- "[IMG_END]",
- "[PREFIX]",
- "[MIDDLE]",
- "[SUFFIX]",
- "[SYSTEM_PROMPT]",
- "[/SYSTEM_PROMPT]",
- "[TOOL_CONTENT]",
- "",
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- "[AUDIO]",
- "[BEGIN_AUDIO]",
- "",
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- "[ARGS]",
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