Instructions to use electroglyph/flint-uncensored with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use electroglyph/flint-uncensored with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="electroglyph/flint-uncensored")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("electroglyph/flint-uncensored")
model = AutoModelForCausalLM.from_pretrained("electroglyph/flint-uncensored", device_map="auto")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=256)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use electroglyph/flint-uncensored with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "electroglyph/flint-uncensored"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "electroglyph/flint-uncensored",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/electroglyph/flint-uncensored

SGLang

How to use electroglyph/flint-uncensored with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "electroglyph/flint-uncensored" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "electroglyph/flint-uncensored",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "electroglyph/flint-uncensored" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "electroglyph/flint-uncensored",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use electroglyph/flint-uncensored with Docker Model Runner:
```
docker model run hf.co/electroglyph/flint-uncensored
```

electroglyph commited on 10 days ago

Commit

e9c3d53

verified ·

1 Parent(s): 320b51c

Run sync: periodic

Browse files

Files changed (1) hide show

heretic_checkpoints/RecursiveSI--flint.jsonl +120 -0

heretic_checkpoints/RecursiveSI--flint.jsonl CHANGED Viewed

@@ -22053,3 +22053,123 @@
 {"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1833,"param_name":"overcorrect_relative_weight","param_value_internal":0.7940524567047519,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.3, \"log\": false}}"}
 {"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1833,"param_name":"neighbor_count","param_value_internal":11.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 1, \"high\": 15}}"}
 {"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1833,"user_attr":{"parameters":{"start_layer_index":16,"end_layer_index":41,"preserve_good_behavior_weight":0.31644168677304013,"steer_bad_behavior_weight":0.005285218701876705,"overcorrect_relative_weight":0.9772953313289254,"neighbor_count":11,"loss_mode":"relative","shared_expert_components":["up_proj","gate_proj"]}}}

 {"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1833,"param_name":"overcorrect_relative_weight","param_value_internal":0.7940524567047519,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.3, \"log\": false}}"}
 {"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1833,"param_name":"neighbor_count","param_value_internal":11.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 1, \"high\": 15}}"}
 {"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1833,"user_attr":{"parameters":{"start_layer_index":16,"end_layer_index":41,"preserve_good_behavior_weight":0.31644168677304013,"steer_bad_behavior_weight":0.005285218701876705,"overcorrect_relative_weight":0.9772953313289254,"neighbor_count":11,"loss_mode":"relative","shared_expert_components":["up_proj","gate_proj"]}}}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1833,"user_attr":{"scores":[{"name":"Refusals","score":{"value":0.16,"rich_display":"[bold]16[/]/100","md_display":"16/100"},"baseline":{"value":0.98,"rich_display":"[bold]98[/]/100","md_display":"98/100"}},{"name":"KL divergence","score":{"value":0.09440980851650238,"rich_display":"[bold]0.0944[/]","md_display":"0.0944"},"baseline":{"value":0,"rich_display":"[bold]0[/] [italic](by definition)[/]","md_display":"0 *(by definition)*"}}]}}
+{"op_code":6,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1833,"state":1,"values":[0.16,0.09440980851650238],"datetime_complete":"2026-10-24T06:41:52.811176+00:00"}
+{"op_code":4,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","study_id":0,"datetime_start":"2026-10-24T06:41:52.811735+00:00"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1834,"user_attr":{"index":1835}}
+{"op_code":9,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1834,"system_attr":{"tpe:relative_params:0":"{\"end_layer_index\": 33, \"neighbor_count\": 7, \"overcorrect_relative_weight\": 0.761689100168675, \"preserve_good_behavior_weight\": 0.34157841264305105, \"start_layer_index\": 22, \"steer_bad_behavior_weight\": 0.05555602139448866}"}}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1834,"param_name":"start_layer_index","param_value_internal":22.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 0, \"high\": 24}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1834,"param_name":"end_layer_index","param_value_internal":33.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 25, \"high\": 49}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1834,"param_name":"preserve_good_behavior_weight","param_value_internal":0.34157841264305105,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.0, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1834,"param_name":"steer_bad_behavior_weight","param_value_internal":0.05555602139448866,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0001, \"high\": 1.0, \"log\": true}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1834,"param_name":"overcorrect_relative_weight","param_value_internal":0.761689100168675,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.3, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1834,"param_name":"neighbor_count","param_value_internal":7.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 1, \"high\": 15}}"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1834,"user_attr":{"parameters":{"start_layer_index":22,"end_layer_index":33,"preserve_good_behavior_weight":0.34157841264305105,"steer_bad_behavior_weight":0.0023570324858705016,"overcorrect_relative_weight":0.9374635078999077,"neighbor_count":7,"loss_mode":"relative","shared_expert_components":["up_proj","gate_proj"]}}}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1834,"user_attr":{"scores":[{"name":"Refusals","score":{"value":0.51,"rich_display":"[bold]51[/]/100","md_display":"51/100"},"baseline":{"value":0.98,"rich_display":"[bold]98[/]/100","md_display":"98/100"}},{"name":"KL divergence","score":{"value":0.01511746272444725,"rich_display":"[bold]0.0151[/]","md_display":"0.0151"},"baseline":{"value":0,"rich_display":"[bold]0[/] [italic](by definition)[/]","md_display":"0 *(by definition)*"}}]}}
+{"op_code":6,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1834,"state":1,"values":[0.51,0.01511746272444725],"datetime_complete":"2026-10-24T06:42:47.830429+00:00"}
+{"op_code":4,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","study_id":0,"datetime_start":"2026-10-24T06:42:47.830981+00:00"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1835,"user_attr":{"index":1836}}
+{"op_code":9,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1835,"system_attr":{"tpe:relative_params:0":"{\"end_layer_index\": 42, \"neighbor_count\": 3, \"overcorrect_relative_weight\": 0.8958089855766525, \"preserve_good_behavior_weight\": 0.5663392264376419, \"start_layer_index\": 22, \"steer_bad_behavior_weight\": 0.0017861630435803647}"}}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1835,"param_name":"start_layer_index","param_value_internal":22.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 0, \"high\": 24}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1835,"param_name":"end_layer_index","param_value_internal":42.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 25, \"high\": 49}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1835,"param_name":"preserve_good_behavior_weight","param_value_internal":0.5663392264376419,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.0, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1835,"param_name":"steer_bad_behavior_weight","param_value_internal":0.0017861630435803647,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0001, \"high\": 1.0, \"log\": true}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1835,"param_name":"overcorrect_relative_weight","param_value_internal":0.8958089855766525,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.3, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1835,"param_name":"neighbor_count","param_value_internal":3.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 1, \"high\": 15}}"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1835,"user_attr":{"parameters":{"start_layer_index":22,"end_layer_index":42,"preserve_good_behavior_weight":0.5663392264376419,"steer_bad_behavior_weight":0.0004226302217755337,"overcorrect_relative_weight":1.1025341360943415,"neighbor_count":3,"loss_mode":"relative","shared_expert_components":["up_proj","gate_proj"]}}}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1835,"user_attr":{"scores":[{"name":"Refusals","score":{"value":0.04,"rich_display":"[bold]4[/]/100","md_display":"4/100"},"baseline":{"value":0.98,"rich_display":"[bold]98[/]/100","md_display":"98/100"}},{"name":"KL divergence","score":{"value":0.1693890243768692,"rich_display":"[bold]0.1694[/]","md_display":"0.1694"},"baseline":{"value":0,"rich_display":"[bold]0[/] [italic](by definition)[/]","md_display":"0 *(by definition)*"}}]}}
+{"op_code":6,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1835,"state":1,"values":[0.04,0.1693890243768692],"datetime_complete":"2026-10-24T06:43:53.934103+00:00"}
+{"op_code":4,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","study_id":0,"datetime_start":"2026-10-24T06:43:53.934728+00:00"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1836,"user_attr":{"index":1837}}
+{"op_code":9,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1836,"system_attr":{"tpe:relative_params:0":"{\"end_layer_index\": 31, \"neighbor_count\": 15, \"overcorrect_relative_weight\": 0.7930489928599511, \"preserve_good_behavior_weight\": 0.36430194569974017, \"start_layer_index\": 22, \"steer_bad_behavior_weight\": 0.21406033885331704}"}}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1836,"param_name":"start_layer_index","param_value_internal":22.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 0, \"high\": 24}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1836,"param_name":"end_layer_index","param_value_internal":31.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 25, \"high\": 49}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1836,"param_name":"preserve_good_behavior_weight","param_value_internal":0.36430194569974017,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.0, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1836,"param_name":"steer_bad_behavior_weight","param_value_internal":0.21406033885331704,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0001, \"high\": 1.0, \"log\": true}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1836,"param_name":"overcorrect_relative_weight","param_value_internal":0.7930489928599511,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.3, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1836,"param_name":"neighbor_count","param_value_internal":15.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 1, \"high\": 15}}"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1836,"user_attr":{"parameters":{"start_layer_index":22,"end_layer_index":31,"preserve_good_behavior_weight":0.36430194569974017,"steer_bad_behavior_weight":0.00462666552555204,"overcorrect_relative_weight":0.9760602989045553,"neighbor_count":15,"loss_mode":"relative","shared_expert_components":["up_proj","gate_proj"]}}}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1836,"user_attr":{"scores":[{"name":"Refusals","score":{"value":0.24,"rich_display":"[bold]24[/]/100","md_display":"24/100"},"baseline":{"value":0.98,"rich_display":"[bold]98[/]/100","md_display":"98/100"}},{"name":"KL divergence","score":{"value":0.017451563850045204,"rich_display":"[bold]0.0175[/]","md_display":"0.0175"},"baseline":{"value":0,"rich_display":"[bold]0[/] [italic](by definition)[/]","md_display":"0 *(by definition)*"}}]}}
+{"op_code":6,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1836,"state":1,"values":[0.24,0.017451563850045204],"datetime_complete":"2026-10-24T06:44:46.353165+00:00"}
+{"op_code":4,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","study_id":0,"datetime_start":"2026-10-24T06:44:46.353747+00:00"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1837,"user_attr":{"index":1838}}
+{"op_code":9,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1837,"system_attr":{"tpe:relative_params:0":"{\"end_layer_index\": 41, \"neighbor_count\": 10, \"overcorrect_relative_weight\": 0.08718360917059681, \"preserve_good_behavior_weight\": 0.6914180736559407, \"start_layer_index\": 24, \"steer_bad_behavior_weight\": 0.00019773406147922707}"}}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1837,"param_name":"start_layer_index","param_value_internal":24.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 0, \"high\": 24}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1837,"param_name":"end_layer_index","param_value_internal":41.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 25, \"high\": 49}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1837,"param_name":"preserve_good_behavior_weight","param_value_internal":0.6914180736559407,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.0, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1837,"param_name":"steer_bad_behavior_weight","param_value_internal":0.00019773406147922707,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0001, \"high\": 1.0, \"log\": true}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1837,"param_name":"overcorrect_relative_weight","param_value_internal":0.08718360917059681,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.3, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1837,"param_name":"neighbor_count","param_value_internal":10.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 1, \"high\": 15}}"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1837,"user_attr":{"parameters":{"start_layer_index":24,"end_layer_index":41,"preserve_good_behavior_weight":0.6914180736559407,"steer_bad_behavior_weight":0.00014061794390447742,"overcorrect_relative_weight":0.1073029035945807,"neighbor_count":10,"loss_mode":"relative","shared_expert_components":["up_proj","gate_proj"]}}}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1837,"user_attr":{"scores":[{"name":"Refusals","score":{"value":0.93,"rich_display":"[bold]93[/]/100","md_display":"93/100"},"baseline":{"value":0.98,"rich_display":"[bold]98[/]/100","md_display":"98/100"}},{"name":"KL divergence","score":{"value":0.005555667448788881,"rich_display":"[bold]0.0056[/]","md_display":"0.0056"},"baseline":{"value":0,"rich_display":"[bold]0[/] [italic](by definition)[/]","md_display":"0 *(by definition)*"}}]}}
+{"op_code":6,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1837,"state":1,"values":[0.93,0.005555667448788881],"datetime_complete":"2026-10-24T06:45:40.348902+00:00"}
+{"op_code":4,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","study_id":0,"datetime_start":"2026-10-24T06:45:40.349437+00:00"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1838,"user_attr":{"index":1839}}
+{"op_code":9,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1838,"system_attr":{"tpe:relative_params:0":"{\"end_layer_index\": 41, \"neighbor_count\": 10, \"overcorrect_relative_weight\": 0.08854867076317509, \"preserve_good_behavior_weight\": 0.577924126255194, \"start_layer_index\": 24, \"steer_bad_behavior_weight\": 0.0002093622520041466}"}}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1838,"param_name":"start_layer_index","param_value_internal":24.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 0, \"high\": 24}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1838,"param_name":"end_layer_index","param_value_internal":41.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 25, \"high\": 49}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1838,"param_name":"preserve_good_behavior_weight","param_value_internal":0.577924126255194,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.0, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1838,"param_name":"steer_bad_behavior_weight","param_value_internal":0.0002093622520041466,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0001, \"high\": 1.0, \"log\": true}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1838,"param_name":"overcorrect_relative_weight","param_value_internal":0.08854867076317509,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.3, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1838,"param_name":"neighbor_count","param_value_internal":10.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 1, \"high\": 15}}"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1838,"user_attr":{"parameters":{"start_layer_index":24,"end_layer_index":41,"preserve_good_behavior_weight":0.577924126255194,"steer_bad_behavior_weight":0.0001446935561813819,"overcorrect_relative_weight":0.10898297940083089,"neighbor_count":10,"loss_mode":"relative","shared_expert_components":["up_proj","gate_proj"]}}}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1838,"user_attr":{"scores":[{"name":"Refusals","score":{"value":0.92,"rich_display":"[bold]92[/]/100","md_display":"92/100"},"baseline":{"value":0.98,"rich_display":"[bold]98[/]/100","md_display":"98/100"}},{"name":"KL divergence","score":{"value":0.005021146964281797,"rich_display":"[bold]0.0050[/]","md_display":"0.0050"},"baseline":{"value":0,"rich_display":"[bold]0[/] [italic](by definition)[/]","md_display":"0 *(by definition)*"}}]}}
+{"op_code":6,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1838,"state":1,"values":[0.92,0.005021146964281797],"datetime_complete":"2026-10-24T06:46:34.554663+00:00"}
+{"op_code":4,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","study_id":0,"datetime_start":"2026-10-24T06:46:34.555312+00:00"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1839,"user_attr":{"index":1840}}
+{"op_code":9,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1839,"system_attr":{"tpe:relative_params:0":"{\"end_layer_index\": 38, \"neighbor_count\": 10, \"overcorrect_relative_weight\": 0.6893728760007198, \"preserve_good_behavior_weight\": 0.3364872671979261, \"start_layer_index\": 22, \"steer_bad_behavior_weight\": 0.05890889107277384}"}}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1839,"param_name":"start_layer_index","param_value_internal":22.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 0, \"high\": 24}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1839,"param_name":"end_layer_index","param_value_internal":38.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 25, \"high\": 49}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1839,"param_name":"preserve_good_behavior_weight","param_value_internal":0.3364872671979261,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.0, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1839,"param_name":"steer_bad_behavior_weight","param_value_internal":0.05890889107277384,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0001, \"high\": 1.0, \"log\": true}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1839,"param_name":"overcorrect_relative_weight","param_value_internal":0.6893728760007198,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.3, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1839,"param_name":"neighbor_count","param_value_internal":10.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 1, \"high\": 15}}"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1839,"user_attr":{"parameters":{"start_layer_index":22,"end_layer_index":38,"preserve_good_behavior_weight":0.3364872671979261,"steer_bad_behavior_weight":0.002427115388125869,"overcorrect_relative_weight":0.8484589243085783,"neighbor_count":10,"loss_mode":"relative","shared_expert_components":["up_proj","gate_proj"]}}}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1839,"user_attr":{"scores":[{"name":"Refusals","score":{"value":0.55,"rich_display":"[bold]55[/]/100","md_display":"55/100"},"baseline":{"value":0.98,"rich_display":"[bold]98[/]/100","md_display":"98/100"}},{"name":"KL divergence","score":{"value":0.016241759061813354,"rich_display":"[bold]0.0162[/]","md_display":"0.0162"},"baseline":{"value":0,"rich_display":"[bold]0[/] [italic](by definition)[/]","md_display":"0 *(by definition)*"}}]}}
+{"op_code":6,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1839,"state":1,"values":[0.55,0.016241759061813354],"datetime_complete":"2026-10-24T06:47:35.424202+00:00"}
+{"op_code":4,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","study_id":0,"datetime_start":"2026-10-24T06:47:35.425038+00:00"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1840,"user_attr":{"index":1841}}
+{"op_code":9,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1840,"system_attr":{"tpe:relative_params:0":"{\"end_layer_index\": 38, \"neighbor_count\": 4, \"overcorrect_relative_weight\": 0.7877750782368859, \"preserve_good_behavior_weight\": 0.33285675660668884, \"start_layer_index\": 22, \"steer_bad_behavior_weight\": 0.015155868517188942}"}}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1840,"param_name":"start_layer_index","param_value_internal":22.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 0, \"high\": 24}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1840,"param_name":"end_layer_index","param_value_internal":38.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 25, \"high\": 49}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1840,"param_name":"preserve_good_behavior_weight","param_value_internal":0.33285675660668884,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.0, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1840,"param_name":"steer_bad_behavior_weight","param_value_internal":0.015155868517188942,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0001, \"high\": 1.0, \"log\": true}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1840,"param_name":"overcorrect_relative_weight","param_value_internal":0.7877750782368859,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.3, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1840,"param_name":"neighbor_count","param_value_internal":4.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 1, \"high\": 15}}"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1840,"user_attr":{"parameters":{"start_layer_index":22,"end_layer_index":38,"preserve_good_behavior_weight":0.33285675660668884,"steer_bad_behavior_weight":0.00123109173164265,"overcorrect_relative_weight":0.9695693270607827,"neighbor_count":4,"loss_mode":"relative","shared_expert_components":["up_proj","gate_proj"]}}}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1840,"user_attr":{"scores":[{"name":"Refusals","score":{"value":0.5,"rich_display":"[bold]50[/]/100","md_display":"50/100"},"baseline":{"value":0.98,"rich_display":"[bold]98[/]/100","md_display":"98/100"}},{"name":"KL divergence","score":{"value":0.014031069353222847,"rich_display":"[bold]0.0140[/]","md_display":"0.0140"},"baseline":{"value":0,"rich_display":"[bold]0[/] [italic](by definition)[/]","md_display":"0 *(by definition)*"}}]}}
+{"op_code":6,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1840,"state":1,"values":[0.5,0.014031069353222847],"datetime_complete":"2026-10-24T06:48:36.641095+00:00"}
+{"op_code":4,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","study_id":0,"datetime_start":"2026-10-24T06:48:36.641650+00:00"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1841,"user_attr":{"index":1842}}
+{"op_code":9,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1841,"system_attr":{"tpe:relative_params:0":"{\"end_layer_index\": 36, \"neighbor_count\": 6, \"overcorrect_relative_weight\": 0.7992867073271193, \"preserve_good_behavior_weight\": 0.3716757693747012, \"start_layer_index\": 22, \"steer_bad_behavior_weight\": 0.04347274921725963}"}}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1841,"param_name":"start_layer_index","param_value_internal":22.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 0, \"high\": 24}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1841,"param_name":"end_layer_index","param_value_internal":36.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 25, \"high\": 49}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1841,"param_name":"preserve_good_behavior_weight","param_value_internal":0.3716757693747012,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.0, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1841,"param_name":"steer_bad_behavior_weight","param_value_internal":0.04347274921725963,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0001, \"high\": 1.0, \"log\": true}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1841,"param_name":"overcorrect_relative_weight","param_value_internal":0.7992867073271193,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.3, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1841,"param_name":"neighbor_count","param_value_internal":6.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 1, \"high\": 15}}"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1841,"user_attr":{"parameters":{"start_layer_index":22,"end_layer_index":36,"preserve_good_behavior_weight":0.3716757693747012,"steer_bad_behavior_weight":0.0020850119716025535,"overcorrect_relative_weight":0.9837374859410699,"neighbor_count":6,"loss_mode":"relative","shared_expert_components":["up_proj","gate_proj"]}}}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1841,"user_attr":{"scores":[{"name":"Refusals","score":{"value":0.47,"rich_display":"[bold]47[/]/100","md_display":"47/100"},"baseline":{"value":0.98,"rich_display":"[bold]98[/]/100","md_display":"98/100"}},{"name":"KL divergence","score":{"value":0.017713872715830803,"rich_display":"[bold]0.0177[/]","md_display":"0.0177"},"baseline":{"value":0,"rich_display":"[bold]0[/] [italic](by definition)[/]","md_display":"0 *(by definition)*"}}]}}
+{"op_code":6,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1841,"state":1,"values":[0.47,0.017713872715830803],"datetime_complete":"2026-10-24T06:49:34.990023+00:00"}
+{"op_code":4,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","study_id":0,"datetime_start":"2026-10-24T06:49:34.990639+00:00"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1842,"user_attr":{"index":1843}}
+{"op_code":9,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1842,"system_attr":{"tpe:relative_params:0":"{\"end_layer_index\": 38, \"neighbor_count\": 4, \"overcorrect_relative_weight\": 0.7824878529775334, \"preserve_good_behavior_weight\": 0.3351847522247925, \"start_layer_index\": 22, \"steer_bad_behavior_weight\": 0.017189986298661763}"}}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1842,"param_name":"start_layer_index","param_value_internal":22.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 0, \"high\": 24}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1842,"param_name":"end_layer_index","param_value_internal":38.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 25, \"high\": 49}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1842,"param_name":"preserve_good_behavior_weight","param_value_internal":0.3351847522247925,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.0, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1842,"param_name":"steer_bad_behavior_weight","param_value_internal":0.017189986298661763,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0001, \"high\": 1.0, \"log\": true}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1842,"param_name":"overcorrect_relative_weight","param_value_internal":0.7824878529775334,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.3, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1842,"param_name":"neighbor_count","param_value_internal":4.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 1, \"high\": 15}}"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1842,"user_attr":{"parameters":{"start_layer_index":22,"end_layer_index":38,"preserve_good_behavior_weight":0.3351847522247925,"steer_bad_behavior_weight":0.0013111058804940886,"overcorrect_relative_weight":0.9630619728954258,"neighbor_count":4,"loss_mode":"relative","shared_expert_components":["up_proj","gate_proj"]}}}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1842,"user_attr":{"scores":[{"name":"Refusals","score":{"value":0.55,"rich_display":"[bold]55[/]/100","md_display":"55/100"},"baseline":{"value":0.98,"rich_display":"[bold]98[/]/100","md_display":"98/100"}},{"name":"KL divergence","score":{"value":0.013006837107241154,"rich_display":"[bold]0.0130[/]","md_display":"0.0130"},"baseline":{"value":0,"rich_display":"[bold]0[/] [italic](by definition)[/]","md_display":"0 *(by definition)*"}}]}}
+{"op_code":6,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1842,"state":1,"values":[0.55,0.013006837107241154],"datetime_complete":"2026-10-24T06:50:36.029870+00:00"}
+{"op_code":4,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","study_id":0,"datetime_start":"2026-10-24T06:50:36.030478+00:00"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1843,"user_attr":{"index":1844}}
+{"op_code":9,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1843,"system_attr":{"tpe:relative_params:0":"{\"end_layer_index\": 38, \"neighbor_count\": 4, \"overcorrect_relative_weight\": 0.7893792650021755, \"preserve_good_behavior_weight\": 0.3307666986345526, \"start_layer_index\": 22, \"steer_bad_behavior_weight\": 0.01699792978038336}"}}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1843,"param_name":"start_layer_index","param_value_internal":22.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 0, \"high\": 24}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1843,"param_name":"end_layer_index","param_value_internal":38.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 25, \"high\": 49}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1843,"param_name":"preserve_good_behavior_weight","param_value_internal":0.3307666986345526,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.0, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1843,"param_name":"steer_bad_behavior_weight","param_value_internal":0.01699792978038336,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0001, \"high\": 1.0, \"log\": true}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1843,"param_name":"overcorrect_relative_weight","param_value_internal":0.7893792650021755,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.3, \"log\": false}}"}
+{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1843,"param_name":"neighbor_count","param_value_internal":4.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 1, \"high\": 15}}"}
+{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1843,"user_attr":{"parameters":{"start_layer_index":22,"end_layer_index":38,"preserve_good_behavior_weight":0.3307666986345526,"steer_bad_behavior_weight":0.0013037610893251637,"overcorrect_relative_weight":0.9715437107719084,"neighbor_count":4,"loss_mode":"relative","shared_expert_components":["up_proj","gate_proj"]}}}