Text Generation
Transformers
Safetensors
flint
heretic
uncensored
decensored
abliterated
reproducible
conversational
Instructions to use electroglyph/flint-uncensored with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
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
Run sync: periodic
Browse files
heretic_checkpoints/RecursiveSI--flint.jsonl
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{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1614,"param_name":"overcorrect_relative_weight","param_value_internal":0.776571990863392,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.3, \"log\": false}}"}
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{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1614,"param_name":"neighbor_count","param_value_internal":6.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 1, \"high\": 15}}"}
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| 19427 |
{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1614,"user_attr":{"parameters":{"start_layer_index":22,"end_layer_index":38,"preserve_good_behavior_weight":0.4167383209496849,"steer_bad_behavior_weight":0.0021758774940088,"overcorrect_relative_weight":0.9557809118318672,"neighbor_count":6,"loss_mode":"relative","shared_expert_components":["up_proj","gate_proj"]}}}
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| 19425 |
{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1614,"param_name":"overcorrect_relative_weight","param_value_internal":0.776571990863392,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.3, \"log\": false}}"}
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| 19426 |
{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1614,"param_name":"neighbor_count","param_value_internal":6.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 1, \"high\": 15}}"}
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| 19427 |
{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1614,"user_attr":{"parameters":{"start_layer_index":22,"end_layer_index":38,"preserve_good_behavior_weight":0.4167383209496849,"steer_bad_behavior_weight":0.0021758774940088,"overcorrect_relative_weight":0.9557809118318672,"neighbor_count":6,"loss_mode":"relative","shared_expert_components":["up_proj","gate_proj"]}}}
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| 19428 |
+
{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1614,"user_attr":{"scores":[{"name":"Refusals","score":{"value":0.46,"rich_display":"[bold]46[/]/100","md_display":"46/100"},"baseline":{"value":0.98,"rich_display":"[bold]98[/]/100","md_display":"98/100"}},{"name":"KL divergence","score":{"value":0.018031246960163116,"rich_display":"[bold]0.0180[/]","md_display":"0.0180"},"baseline":{"value":0,"rich_display":"[bold]0[/] [italic](by definition)[/]","md_display":"0 *(by definition)*"}}]}}
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| 19429 |
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{"op_code":6,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1614,"state":1,"values":[0.46,0.018031246960163116],"datetime_complete":"2026-10-24T03:01:03.777762+00:00"}
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| 19430 |
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{"op_code":4,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","study_id":0,"datetime_start":"2026-10-24T03:01:03.778337+00:00"}
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| 19431 |
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{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1615,"user_attr":{"index":1616}}
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| 19432 |
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{"op_code":9,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1615,"system_attr":{"tpe:relative_params:0":"{\"end_layer_index\": 35, \"neighbor_count\": 8, \"overcorrect_relative_weight\": 0.6399371732585054, \"preserve_good_behavior_weight\": 0.28676630335756775, \"start_layer_index\": 21, \"steer_bad_behavior_weight\": 0.000919578008294816}"}}
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| 19433 |
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{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1615,"param_name":"start_layer_index","param_value_internal":21.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 0, \"high\": 24}}"}
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| 19434 |
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{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1615,"param_name":"end_layer_index","param_value_internal":35.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 25, \"high\": 49}}"}
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| 19435 |
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{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1615,"param_name":"preserve_good_behavior_weight","param_value_internal":0.28676630335756775,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.0, \"log\": false}}"}
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| 19436 |
+
{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1615,"param_name":"steer_bad_behavior_weight","param_value_internal":0.000919578008294816,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0001, \"high\": 1.0, \"log\": true}}"}
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| 19437 |
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{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1615,"param_name":"overcorrect_relative_weight","param_value_internal":0.6399371732585054,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.3, \"log\": false}}"}
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| 19438 |
+
{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1615,"param_name":"neighbor_count","param_value_internal":8.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 1, \"high\": 15}}"}
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| 19439 |
+
{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1615,"user_attr":{"parameters":{"start_layer_index":21,"end_layer_index":35,"preserve_good_behavior_weight":0.28676630335756775,"steer_bad_behavior_weight":0.0003032454465107134,"overcorrect_relative_weight":0.7876149824720067,"neighbor_count":8,"loss_mode":"relative","shared_expert_components":["up_proj","gate_proj"]}}}
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| 19440 |
+
{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1615,"user_attr":{"scores":[{"name":"Refusals","score":{"value":0.74,"rich_display":"[bold]74[/]/100","md_display":"74/100"},"baseline":{"value":0.98,"rich_display":"[bold]98[/]/100","md_display":"98/100"}},{"name":"KL divergence","score":{"value":0.010197875089943409,"rich_display":"[bold]0.0102[/]","md_display":"0.0102"},"baseline":{"value":0,"rich_display":"[bold]0[/] [italic](by definition)[/]","md_display":"0 *(by definition)*"}}]}}
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| 19441 |
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{"op_code":6,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1615,"state":1,"values":[0.74,0.010197875089943409],"datetime_complete":"2026-10-24T03:02:03.426270+00:00"}
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| 19442 |
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{"op_code":4,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","study_id":0,"datetime_start":"2026-10-24T03:02:03.426744+00:00"}
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| 19443 |
+
{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1616,"user_attr":{"index":1617}}
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| 19444 |
+
{"op_code":9,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1616,"system_attr":{"tpe:relative_params:0":"{\"end_layer_index\": 38, \"neighbor_count\": 3, \"overcorrect_relative_weight\": 0.8804928852166659, \"preserve_good_behavior_weight\": 0.5602142819483483, \"start_layer_index\": 22, \"steer_bad_behavior_weight\": 0.00195820939438652}"}}
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| 19445 |
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{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1616,"param_name":"start_layer_index","param_value_internal":22.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 0, \"high\": 24}}"}
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| 19446 |
+
{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1616,"param_name":"end_layer_index","param_value_internal":38.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 25, \"high\": 49}}"}
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| 19447 |
+
{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1616,"param_name":"preserve_good_behavior_weight","param_value_internal":0.5602142819483483,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.0, \"log\": false}}"}
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| 19448 |
+
{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1616,"param_name":"steer_bad_behavior_weight","param_value_internal":0.00195820939438652,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0001, \"high\": 1.0, \"log\": true}}"}
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| 19449 |
+
{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1616,"param_name":"overcorrect_relative_weight","param_value_internal":0.8804928852166659,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.3, \"log\": false}}"}
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| 19450 |
+
{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1616,"param_name":"neighbor_count","param_value_internal":3.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 1, \"high\": 15}}"}
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| 19451 |
+
{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1616,"user_attr":{"parameters":{"start_layer_index":22,"end_layer_index":38,"preserve_good_behavior_weight":0.5602142819483483,"steer_bad_behavior_weight":0.00044251659792447616,"overcorrect_relative_weight":1.0836835510358966,"neighbor_count":3,"loss_mode":"relative","shared_expert_components":["up_proj","gate_proj"]}}}
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| 19452 |
+
{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1616,"user_attr":{"scores":[{"name":"Refusals","score":{"value":0.1,"rich_display":"[bold]10[/]/100","md_display":"10/100"},"baseline":{"value":0.98,"rich_display":"[bold]98[/]/100","md_display":"98/100"}},{"name":"KL divergence","score":{"value":0.10068700462579727,"rich_display":"[bold]0.1007[/]","md_display":"0.1007"},"baseline":{"value":0,"rich_display":"[bold]0[/] [italic](by definition)[/]","md_display":"0 *(by definition)*"}}]}}
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| 19453 |
+
{"op_code":6,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1616,"state":1,"values":[0.1,0.10068700462579727],"datetime_complete":"2026-10-24T03:03:06.142620+00:00"}
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| 19454 |
+
{"op_code":4,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","study_id":0,"datetime_start":"2026-10-24T03:03:06.143164+00:00"}
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| 19455 |
+
{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1617,"user_attr":{"index":1618}}
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| 19456 |
+
{"op_code":9,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1617,"system_attr":{"tpe:relative_params:0":"{\"end_layer_index\": 34, \"neighbor_count\": 8, \"overcorrect_relative_weight\": 0.6354949312123992, \"preserve_good_behavior_weight\": 0.2959682681114335, \"start_layer_index\": 21, \"steer_bad_behavior_weight\": 0.0008543573860181215}"}}
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| 19457 |
+
{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1617,"param_name":"start_layer_index","param_value_internal":21.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 0, \"high\": 24}}"}
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| 19458 |
+
{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1617,"param_name":"end_layer_index","param_value_internal":34.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 25, \"high\": 49}}"}
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| 19459 |
+
{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1617,"param_name":"preserve_good_behavior_weight","param_value_internal":0.2959682681114335,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.0, \"log\": false}}"}
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| 19460 |
+
{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1617,"param_name":"steer_bad_behavior_weight","param_value_internal":0.0008543573860181215,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0001, \"high\": 1.0, \"log\": true}}"}
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| 19461 |
+
{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1617,"param_name":"overcorrect_relative_weight","param_value_internal":0.6354949312123992,"distribution":"{\"name\": \"FloatDistribution\", \"attributes\": {\"step\": null, \"low\": 0.0, \"high\": 1.3, \"log\": false}}"}
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| 19462 |
+
{"op_code":5,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1617,"param_name":"neighbor_count","param_value_internal":8.0,"distribution":"{\"name\": \"IntDistribution\", \"attributes\": {\"log\": false, \"step\": 1, \"low\": 1, \"high\": 15}}"}
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| 19463 |
+
{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1617,"user_attr":{"parameters":{"start_layer_index":21,"end_layer_index":34,"preserve_good_behavior_weight":0.2959682681114335,"steer_bad_behavior_weight":0.0002922939250169462,"overcorrect_relative_weight":0.7821476076460299,"neighbor_count":8,"loss_mode":"relative","shared_expert_components":["up_proj","gate_proj"]}}}
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| 19464 |
+
{"op_code":8,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1617,"user_attr":{"scores":[{"name":"Refusals","score":{"value":0.76,"rich_display":"[bold]76[/]/100","md_display":"76/100"},"baseline":{"value":0.98,"rich_display":"[bold]98[/]/100","md_display":"98/100"}},{"name":"KL divergence","score":{"value":0.011931020766496658,"rich_display":"[bold]0.0119[/]","md_display":"0.0119"},"baseline":{"value":0,"rich_display":"[bold]0[/] [italic](by definition)[/]","md_display":"0 *(by definition)*"}}]}}
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| 19465 |
+
{"op_code":6,"worker_id":"c99c3b6b-75d0-4176-9ff5-9ae33526fc2d-140144717083520","trial_id":1617,"state":1,"values":[0.76,0.011931020766496658],"datetime_complete":"2026-10-24T03:04:04.203737+00:00"}
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