diff --git a/omni_diffusion/mechanism_cases/audit_records_b32.json b/omni_diffusion/mechanism_cases/audit_records_b32.json
new file mode 100644
index 0000000000000000000000000000000000000000..e102409ec42f9d8075bb637f9f0b95a42bae5565
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+++ b/omni_diffusion/mechanism_cases/audit_records_b32.json
@@ -0,0 +1,5384 @@
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diff --git a/omni_diffusion/mechanism_cases/beach/dprm/history_frames/step_0128.png b/omni_diffusion/mechanism_cases/beach/dprm/history_frames/step_0128.png
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diff --git a/omni_diffusion/mechanism_cases/beach/dprm/history_frames/step_0160.png b/omni_diffusion/mechanism_cases/beach/dprm/history_frames/step_0160.png
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diff --git a/omni_diffusion/mechanism_cases/beach/dprm/history_frames/step_0192.png b/omni_diffusion/mechanism_cases/beach/dprm/history_frames/step_0192.png
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diff --git a/omni_diffusion/mechanism_cases/beach/dprm/history_frames/step_0224.png b/omni_diffusion/mechanism_cases/beach/dprm/history_frames/step_0224.png
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diff --git a/omni_diffusion/mechanism_cases/beach/dprm/omni_t2i_progressive_confidence.json b/omni_diffusion/mechanism_cases/beach/dprm/omni_t2i_progressive_confidence.json
new file mode 100644
index 0000000000000000000000000000000000000000..81c8bf1d0e9e6e94bed9f0328c0477c500fecd40
--- /dev/null
+++ b/omni_diffusion/mechanism_cases/beach/dprm/omni_t2i_progressive_confidence.json
@@ -0,0 +1,76 @@
+{
+  "model_path": "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_last2_progressive_gate_20260730/progressive_confidence/checkpoint-500",
+  "image_tokenizer_path": "/home/nitanda_sub/mark/repos/DPRM/models/showlab/magvitv2",
+  "prompt": "Two little boys and a little girl playing on a sunny beach with clear blue skies, as they explore the shore and dig in the sand with their toy pail and shovel.",
+  "steps": 260,
+  "max_tokens": 260,
+  "alg": "entropy-penalty",
+  "order_policy": "progressive_confidence",
+  "dprm_warmup_steps": null,
+  "dprm_table": null,
+  "dprm_action_value_model": null,
+  "dprm_action_steps": [
+    96,
+    128,
+    160,
+    192,
+    224
+  ],
+  "dprm_action_guidance_scale": 20.0,
+  "seed": 20270085,
+  "generation_seconds": 24.3183913230896,
+  "total_seconds": 42.999722957611084,
+  "num_image_tokens": 256,
+  "text_output": "<|im_end|>\n",
+  "image_path": "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_intermediate_canvas_kids_20260812/dprm/omni_t2i_progressive_confidence.png",
+  "history_frame_paths": [
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_intermediate_canvas_kids_20260812/dprm/history_frames/step_0032.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_intermediate_canvas_kids_20260812/dprm/history_frames/step_0064.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_intermediate_canvas_kids_20260812/dprm/history_frames/step_0096.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_intermediate_canvas_kids_20260812/dprm/history_frames/step_0128.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_intermediate_canvas_kids_20260812/dprm/history_frames/step_0160.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_intermediate_canvas_kids_20260812/dprm/history_frames/step_0192.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_intermediate_canvas_kids_20260812/dprm/history_frames/step_0224.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_intermediate_canvas_kids_20260812/dprm/history_frames/step_0256.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_intermediate_canvas_kids_20260812/dprm/history_frames/step_0259.png"
+  ],
+  "counterfactual_override": {
+    "applied": true,
+    "step": 96,
+    "requested_quantile": 0.15,
+    "candidate_count": 163,
+    "candidate_index": 137,
+    "sequence_position": 283,
+    "visual_index": 229,
+    "confidence": 0.020754337310791016,
+    "raw_order_score": -3.875,
+    "confidence_bin": 0,
+    "rank_quantile": 0.14814814925193787,
+    "rank_bin": 1,
+    "aux_bin": 13,
+    "phase": 2,
+    "provisional_token_id": 168076,
+    "default_candidate_indices": [
+      75
+    ],
+    "default_candidate_index": 75,
+    "default_sequence_position": 210,
+    "default_visual_index": 156,
+    "default_confidence": 0.03164658322930336,
+    "default_raw_order_score": -3.453125,
+    "default_rank_quantile": 1.0,
+    "confidence_gap_from_default": -0.010892245918512344,
+    "overridden_candidate_indices": [
+      137
+    ],
+    "row": 14,
+    "column": 5,
+    "row_normalized": 0.9333333333333333,
+    "column_normalized": 0.3333333333333333,
+    "center_distance": 6.96419413859206,
+    "local_neighbor_count": 8,
+    "local_revealed_neighbor_count": 0,
+    "local_revealed_fraction": 0.0,
+    "nearest_revealed_manhattan": 4
+  }
+}
diff --git a/omni_diffusion/mechanism_cases/boy_kittens/confidence/history_frames/step_0032.png b/omni_diffusion/mechanism_cases/boy_kittens/confidence/history_frames/step_0032.png
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diff --git a/omni_diffusion/mechanism_cases/boy_kittens/confidence/history_frames/step_0128.png b/omni_diffusion/mechanism_cases/boy_kittens/confidence/history_frames/step_0128.png
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diff --git a/omni_diffusion/mechanism_cases/boy_kittens/confidence/history_frames/step_0192.png b/omni_diffusion/mechanism_cases/boy_kittens/confidence/history_frames/step_0192.png
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diff --git a/omni_diffusion/mechanism_cases/boy_kittens/confidence/omni_t2i_progressive_confidence.json b/omni_diffusion/mechanism_cases/boy_kittens/confidence/omni_t2i_progressive_confidence.json
new file mode 100644
index 0000000000000000000000000000000000000000..9df5070f47527f64f5df9cb9f3ffac2c3b1e1335
--- /dev/null
+++ b/omni_diffusion/mechanism_cases/boy_kittens/confidence/omni_t2i_progressive_confidence.json
@@ -0,0 +1,38 @@
+{
+  "model_path": "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_last2_progressive_gate_20260730/progressive_confidence/checkpoint-500",
+  "image_tokenizer_path": "/home/nitanda_sub/mark/repos/DPRM/models/showlab/magvitv2",
+  "prompt": "A boy sits on a stoop while playing a flute for an audience of kittens on the sidewalk.",
+  "steps": 260,
+  "max_tokens": 260,
+  "alg": "entropy-penalty",
+  "order_policy": "progressive_confidence",
+  "dprm_warmup_steps": null,
+  "dprm_table": null,
+  "dprm_action_value_model": null,
+  "dprm_order_scorer": null,
+  "dprm_action_steps": [
+    96,
+    128,
+    160,
+    192,
+    224
+  ],
+  "deployed_order_controller": null,
+  "seed": 20270027,
+  "generation_seconds": 74.42293643951416,
+  "total_seconds": 92.43578934669495,
+  "num_image_tokens": 256,
+  "fixed_t2i_scaffold": false,
+  "text_output": "<|im_end|>\n",
+  "image_path": "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/confidence/omni_t2i_progressive_confidence.png",
+  "history_frame_paths": [
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/confidence/history_frames/step_0032.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/confidence/history_frames/step_0064.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/confidence/history_frames/step_0096.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/confidence/history_frames/step_0128.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/confidence/history_frames/step_0192.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/confidence/history_frames/step_0224.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/confidence/history_frames/step_0256.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/confidence/history_frames/step_0259.png"
+  ]
+}
diff --git a/omni_diffusion/mechanism_cases/boy_kittens/confidence/run.log b/omni_diffusion/mechanism_cases/boy_kittens/confidence/run.log
new file mode 100644
index 0000000000000000000000000000000000000000..43e18d37a4e714de57970965e6568803161f546b
--- /dev/null
+++ b/omni_diffusion/mechanism_cases/boy_kittens/confidence/run.log
@@ -0,0 +1,108 @@
+[2026-08-14 22:52:04,660] [INFO] [real_accelerator.py:222:get_accelerator] Setting ds_accelerator to cuda (auto detect)
+/home/nitanda_sub/mark/env/lib/python3.10/site-packages/pydub/utils.py:170: RuntimeWarning: Couldn't find ffmpeg or avconv - defaulting to ffmpeg, but may not work
+  warn("Couldn't find ffmpeg or avconv - defaulting to ffmpeg, but may not work", RuntimeWarning)
+WARNING:root:trust_remote_code: True
+Notice: ffmpeg is not installed. torchaudio is used to load audio
+If you want to use ffmpeg backend to load audio, please install it by:
+	sudo apt install ffmpeg # ubuntu
+	# brew install ffmpeg # mac
+Detect model requirements, begin to install it: /home/nitanda_sub/mark/.cache/huggingface/hub/models--FunAudioLLM--SenseVoiceSmall/snapshots/3847d57b6bdf2dd8875cb1508d2af43d80a16bf7/requirements.txt
+fail to install model requirements! 
+error error: externally-managed-environment
+
+× This environment is externally managed
+╰─> To install Python packages system-wide, try apt install
+    python3-xyz, where xyz is the package you are trying to
+    install.
+    
+    If you wish to install a non-Debian-packaged Python package,
+    create a virtual environment using python3 -m venv path/to/venv.
+    Then use path/to/venv/bin/python and path/to/venv/bin/pip. Make
+    sure you have python3-full installed.
+    
+    If you wish to install a non-Debian packaged Python application,
+    it may be easiest to use pipx install xyz, which will manage a
+    virtual environment for you. Make sure you have pipx installed.
+    
+    See /usr/share/doc/python3.12/README.venv for more information.
+
+note: If you believe this is a mistake, please contact your Python installation or OS distribution provider. You can override this, at the risk of breaking your Python installation or OS, by passing --break-system-packages.
+hint: See PEP 668 for the detailed specification.
+
+Loading remote code failed: model, No module named 'model'
+
Loading checkpoint shards:   0%|          | 0/4 [00:00<?, ?it/s]
Loading checkpoint shards:  25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
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Loading checkpoint shards: 100%|██████████| 4/4 [00:03<00:00,  1.18it/s]
+WARNING:root:trust_remote_code: True
+Detect model requirements, begin to install it: /home/nitanda_sub/mark/.cache/huggingface/hub/models--FunAudioLLM--SenseVoiceSmall/snapshots/3847d57b6bdf2dd8875cb1508d2af43d80a16bf7/requirements.txt
+fail to install model requirements! 
+error error: externally-managed-environment
+
+× This environment is externally managed
+╰─> To install Python packages system-wide, try apt install
+    python3-xyz, where xyz is the package you are trying to
+    install.
+    
+    If you wish to install a non-Debian-packaged Python package,
+    create a virtual environment using python3 -m venv path/to/venv.
+    Then use path/to/venv/bin/python and path/to/venv/bin/pip. Make
+    sure you have python3-full installed.
+    
+    If you wish to install a non-Debian packaged Python application,
+    it may be easiest to use pipx install xyz, which will manage a
+    virtual environment for you. Make sure you have pipx installed.
+    
+    See /usr/share/doc/python3.12/README.venv for more information.
+
+note: If you believe this is a mistake, please contact your Python installation or OS distribution provider. You can override this, at the risk of breaking your Python installation or OS, by passing --break-system-packages.
+hint: See PEP 668 for the detailed specification.
+
+Loading remote code failed: model, No module named 'model'
+
Loading checkpoint shards:   0%|          | 0/4 [00:00<?, ?it/s]
Loading checkpoint shards:  25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
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Loading checkpoint shards: 100%|██████████| 4/4 [00:02<00:00,  1.34it/s]
+INFO:omni_diffusion.tokenizer_magvitv2:self.rank=None
+INFO:omni_diffusion.tokenizer_magvitv2:self.device='cuda:0' Loading MAGVITv2
+INFO:omni_diffusion.tokenizer_magvitv2:self.device='cuda:0' Loading MAGVITv2 done
+target_ratios [(1, 1), (1, 2), (2, 1), (3, 1), (1, 3), (2, 2), (4, 1), (1, 4), (5, 1), (1, 5), (1, 6), (6, 1), (3, 2), (2, 3), (7, 1), (1, 7), (4, 2), (2, 4), (1, 8), (8, 1), (1, 9), (3, 3), (9, 1), (2, 5), (5, 2), (10, 1), (1, 10), (11, 1), (1, 11), (12, 1), (3, 4), (4, 3), (1, 12), (6, 2), (2, 6)]
+possible_resolutions [[512, 512], [512, 1024], [1024, 512], [1536, 512], [512, 1536], [1024, 1024], [2048, 512], [512, 2048], [2560, 512], [512, 2560], [512, 3072], [3072, 512], [1536, 1024], [1024, 1536], [3584, 512], [512, 3584], [2048, 1024], [1024, 2048], [512, 4096], [4096, 512], [512, 4608], [1536, 1536], [4608, 512], [1024, 2560], [2560, 1024], [5120, 512], [512, 5120], [5632, 512], [512, 5632], [6144, 512], [1536, 2048], [2048, 1536], [512, 6144], [3072, 1024], [1024, 3072]]
+Working with z of shape (1, 13, 16, 16) = 3328 dimensions.
+Look-up free quantizer with codebook size: 8192
+Working with z of shape (1, 13, 16, 16) = 3328 dimensions.
+Look-up free quantizer with codebook size: 8192
+denoise algorithm: entropy-penalty
+
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+{
+  "model_path": "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_last2_progressive_gate_20260730/progressive_confidence/checkpoint-500",
+  "image_tokenizer_path": "/home/nitanda_sub/mark/repos/DPRM/models/showlab/magvitv2",
+  "prompt": "A boy sits on a stoop while playing a flute for an audience of kittens on the sidewalk.",
+  "steps": 260,
+  "max_tokens": 260,
+  "alg": "entropy-penalty",
+  "order_policy": "progressive_confidence",
+  "dprm_warmup_steps": null,
+  "dprm_table": null,
+  "dprm_action_value_model": null,
+  "dprm_order_scorer": null,
+  "dprm_action_steps": [
+    96,
+    128,
+    160,
+    192,
+    224
+  ],
+  "deployed_order_controller": null,
+  "seed": 20270027,
+  "generation_seconds": 74.42293643951416,
+  "total_seconds": 92.43578934669495,
+  "num_image_tokens": 256,
+  "fixed_t2i_scaffold": false,
+  "text_output": "<|im_end|>\n",
+  "image_path": "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/confidence/omni_t2i_progressive_confidence.png",
+  "history_frame_paths": [
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/confidence/history_frames/step_0032.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/confidence/history_frames/step_0064.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/confidence/history_frames/step_0096.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/confidence/history_frames/step_0128.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/confidence/history_frames/step_0192.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/confidence/history_frames/step_0224.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/confidence/history_frames/step_0256.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/confidence/history_frames/step_0259.png"
+  ]
+}
diff --git a/omni_diffusion/mechanism_cases/boy_kittens/dprm/history_frames/step_0032.png b/omni_diffusion/mechanism_cases/boy_kittens/dprm/history_frames/step_0032.png
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diff --git a/omni_diffusion/mechanism_cases/boy_kittens/dprm/history_frames/step_0096.png b/omni_diffusion/mechanism_cases/boy_kittens/dprm/history_frames/step_0096.png
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diff --git a/omni_diffusion/mechanism_cases/boy_kittens/dprm/history_frames/step_0128.png b/omni_diffusion/mechanism_cases/boy_kittens/dprm/history_frames/step_0128.png
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diff --git a/omni_diffusion/mechanism_cases/boy_kittens/dprm/omni_t2i_progressive_confidence.json b/omni_diffusion/mechanism_cases/boy_kittens/dprm/omni_t2i_progressive_confidence.json
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index 0000000000000000000000000000000000000000..496755a70785d988be82d1f881c9912adcdd9471
--- /dev/null
+++ b/omni_diffusion/mechanism_cases/boy_kittens/dprm/omni_t2i_progressive_confidence.json
@@ -0,0 +1,122 @@
+{
+  "model_path": "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_last2_progressive_gate_20260730/progressive_confidence/checkpoint-500",
+  "image_tokenizer_path": "/home/nitanda_sub/mark/repos/DPRM/models/showlab/magvitv2",
+  "prompt": "A boy sits on a stoop while playing a flute for an audience of kittens on the sidewalk.",
+  "steps": 260,
+  "max_tokens": 260,
+  "alg": "entropy-penalty",
+  "order_policy": "progressive_confidence",
+  "dprm_warmup_steps": null,
+  "dprm_table": null,
+  "dprm_action_value_model": null,
+  "dprm_order_scorer": null,
+  "dprm_action_steps": [
+    96,
+    128,
+    160,
+    192,
+    224
+  ],
+  "deployed_order_controller": null,
+  "seed": 20270027,
+  "generation_seconds": 74.14197134971619,
+  "total_seconds": 92.23910331726074,
+  "num_image_tokens": 256,
+  "fixed_t2i_scaffold": false,
+  "text_output": "<|im_end|>\n",
+  "image_path": "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/dprm/omni_t2i_progressive_confidence.png",
+  "history_frame_paths": [
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/dprm/history_frames/step_0032.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/dprm/history_frames/step_0064.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/dprm/history_frames/step_0096.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/dprm/history_frames/step_0128.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/dprm/history_frames/step_0192.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/dprm/history_frames/step_0224.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/dprm/history_frames/step_0256.png",
+    "/home/nitanda_sub/mark/training_runs/TPAMI-multimodal-order/omni_boy_kittens_intermediate_20260814/dprm/history_frames/step_0259.png"
+  ],
+  "counterfactual_override": {
+    "applied": true,
+    "requested_actions": 1,
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+        "aux_bin": 12,
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+        "default_candidate_indices": [
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+        "default_candidate_index": 98,
+        "default_sequence_position": 225,
+        "default_visual_index": 186,
+        "default_confidence": 0.10215643048286438,
+        "default_raw_order_score": -2.28125,
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+        "confidence_gap_from_default": -0.07592049241065979,
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+    "default_confidence": 0.10215643048286438,
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+    "local_revealed_fraction": 0.0,
+    "nearest_revealed_manhattan": 2
+  }
+}
diff --git a/omni_diffusion/mechanism_cases/boy_kittens/dprm/run.log b/omni_diffusion/mechanism_cases/boy_kittens/dprm/run.log
new file mode 100644
index 0000000000000000000000000000000000000000..60bb99f72f36bd412c29fe9c1fa1d5d53e94aa99
--- /dev/null
+++ b/omni_diffusion/mechanism_cases/boy_kittens/dprm/run.log
@@ -0,0 +1,192 @@
+[2026-08-14 22:53:42,566] [INFO] [real_accelerator.py:222:get_accelerator] Setting ds_accelerator to cuda (auto detect)
+/home/nitanda_sub/mark/env/lib/python3.10/site-packages/pydub/utils.py:170: RuntimeWarning: Couldn't find ffmpeg or avconv - defaulting to ffmpeg, but may not work
+  warn("Couldn't find ffmpeg or avconv - defaulting to ffmpeg, but may not work", RuntimeWarning)
+WARNING:root:trust_remote_code: True
+Notice: ffmpeg is not installed. torchaudio is used to load audio
+If you want to use ffmpeg backend to load audio, please install it by:
+	sudo apt install ffmpeg # ubuntu
+	# brew install ffmpeg # mac
+Detect model requirements, begin to install it: /home/nitanda_sub/mark/.cache/huggingface/hub/models--FunAudioLLM--SenseVoiceSmall/snapshots/3847d57b6bdf2dd8875cb1508d2af43d80a16bf7/requirements.txt
+fail to install model requirements! 
+error error: externally-managed-environment
+
+× This environment is externally managed
+╰─> To install Python packages system-wide, try apt install
+    python3-xyz, where xyz is the package you are trying to
+    install.
+    
+    If you wish to install a non-Debian-packaged Python package,
+    create a virtual environment using python3 -m venv path/to/venv.
+    Then use path/to/venv/bin/python and path/to/venv/bin/pip. Make
+    sure you have python3-full installed.
+    
+    If you wish to install a non-Debian packaged Python application,
+    it may be easiest to use pipx install xyz, which will manage a
+    virtual environment for you. Make sure you have pipx installed.
+    
+    See /usr/share/doc/python3.12/README.venv for more information.
+
+note: If you believe this is a mistake, please contact your Python installation or OS distribution provider. You can override this, at the risk of breaking your Python installation or OS, by passing --break-system-packages.
+hint: See PEP 668 for the detailed specification.
+
+Loading remote code failed: model, No module named 'model'
+
Loading checkpoint shards:   0%|          | 0/4 [00:00<?, ?it/s]
Loading checkpoint shards:  25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
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Loading checkpoint shards: 100%|██████████| 4/4 [00:03<00:00,  1.18it/s]
+WARNING:root:trust_remote_code: True
+Detect model requirements, begin to install it: /home/nitanda_sub/mark/.cache/huggingface/hub/models--FunAudioLLM--SenseVoiceSmall/snapshots/3847d57b6bdf2dd8875cb1508d2af43d80a16bf7/requirements.txt
+fail to install model requirements! 
+error error: externally-managed-environment
+
+× This environment is externally managed
+╰─> To install Python packages system-wide, try apt install
+    python3-xyz, where xyz is the package you are trying to
+    install.
+    
+    If you wish to install a non-Debian-packaged Python package,
+    create a virtual environment using python3 -m venv path/to/venv.
+    Then use path/to/venv/bin/python and path/to/venv/bin/pip. Make
+    sure you have python3-full installed.
+    
+    If you wish to install a non-Debian packaged Python application,
+    it may be easiest to use pipx install xyz, which will manage a
+    virtual environment for you. Make sure you have pipx installed.
+    
+    See /usr/share/doc/python3.12/README.venv for more information.
+
+note: If you believe this is a mistake, please contact your Python installation or OS distribution provider. You can override this, at the risk of breaking your Python installation or OS, by passing --break-system-packages.
+hint: See PEP 668 for the detailed specification.
+
+Loading remote code failed: model, No module named 'model'
+
Loading checkpoint shards:   0%|          | 0/4 [00:00<?, ?it/s]
Loading checkpoint shards:  25%|██▌       | 1/4 [00:00<00:02,  1.47it/s]
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Loading checkpoint shards: 100%|██████████| 4/4 [00:03<00:00,  1.30it/s]
+INFO:omni_diffusion.tokenizer_magvitv2:self.rank=None
+INFO:omni_diffusion.tokenizer_magvitv2:self.device='cuda:0' Loading MAGVITv2
+INFO:omni_diffusion.tokenizer_magvitv2:self.device='cuda:0' Loading MAGVITv2 done
+target_ratios [(1, 1), (1, 2), (2, 1), (3, 1), (1, 3), (2, 2), (4, 1), (1, 4), (5, 1), (1, 5), (1, 6), (6, 1), (3, 2), (2, 3), (7, 1), (1, 7), (4, 2), (2, 4), (1, 8), (8, 1), (1, 9), (3, 3), (9, 1), (2, 5), (5, 2), (10, 1), (1, 10), (11, 1), (1, 11), (12, 1), (3, 4), (4, 3), (1, 12), (6, 2), (2, 6)]
+possible_resolutions [[512, 512], [512, 1024], [1024, 512], [1536, 512], [512, 1536], [1024, 1024], [2048, 512], [512, 2048], [2560, 512], [512, 2560], [512, 3072], [3072, 512], [1536, 1024], [1024, 1536], [3584, 512], [512, 3584], [2048, 1024], [1024, 2048], [512, 4096], [4096, 512], [512, 4608], [1536, 1536], [4608, 512], [1024, 2560], [2560, 1024], [5120, 512], [512, 5120], [5632, 512], [512, 5632], [6144, 512], [1536, 2048], [2048, 1536], [512, 6144], [3072, 1024], [1024, 3072]]
+Working with z of shape (1, 13, 16, 16) = 3328 dimensions.
+Look-up free quantizer with codebook size: 8192
+Working with z of shape (1, 13, 16, 16) = 3328 dimensions.
+Look-up free quantizer with codebook size: 8192
+denoise algorithm: entropy-penalty
+
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diff --git a/omni_diffusion/mechanism_cases/manifest.json b/omni_diffusion/mechanism_cases/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..1080cde978b96e52d2fcab333730c002836da506
--- /dev/null
+++ b/omni_diffusion/mechanism_cases/manifest.json
@@ -0,0 +1,48 @@
+{
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+  "role": "fixed mechanism diagnostic; excluded from the 512-prompt confirmation mean",
+  "checkpoint": "Omni confidence checkpoint-500",
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+      "hf_dprm_dir": "omni_diffusion/mechanism_cases/beach/dprm"
+    },
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+      "id": "boy_kittens",
+      "prompt_id": "20270027",
+      "seed": 20270027,
+      "prompt": "A boy sits on a stoop while playing a flute for an audience of kittens on the sidewalk.",
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+      "hf_dprm_dir": "omni_diffusion/mechanism_cases/boy_kittens/dprm"
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+  "records": "omni_diffusion/mechanism_cases/audit_records_b32.json",
+  "renderer": "integrations/omni_diffusion/matched/scripts/render_omni_mechanism_cases.py",
+  "paper_figure_sha256": "4e0316c616b9a461b8fc49177670b4a8f0cda2d5253d2f600aecb715f95bd405"
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diff --git a/omni_diffusion/records/confirmation512/quarantine_missing_canvas/step96_q0.90/prompt_1154/COMPLETE b/omni_diffusion/records/confirmation512/quarantine_missing_canvas/step96_q0.90/prompt_1154/COMPLETE
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/omni_diffusion/records/confirmation512/quarantine_missing_canvas/step96_q0.90/prompt_1154/omni_t2i_progressive_confidence.json b/omni_diffusion/records/confirmation512/quarantine_missing_canvas/step96_q0.90/prompt_1154/omni_t2i_progressive_confidence.json
new file mode 100644
index 0000000000000000000000000000000000000000..d65c1764b1bcf7d2a5aaf2c0586ab62bb41ad41c
--- /dev/null
+++ b/omni_diffusion/records/confirmation512/quarantine_missing_canvas/step96_q0.90/prompt_1154/omni_t2i_progressive_confidence.json
@@ -0,0 +1,119 @@
+{
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diff --git a/omni_diffusion/reproducibility/omni_partiprompts_development128.jsonl b/omni_diffusion/reproducibility/omni_partiprompts_development128.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..0dbed82851d55ec87051aa013bd8cbc84edc624c
--- /dev/null
+++ b/omni_diffusion/reproducibility/omni_partiprompts_development128.jsonl
@@ -0,0 +1,128 @@
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diff --git a/omni_diffusion/supplementary_mechanism_cases/replay_manifest.json b/omni_diffusion/supplementary_mechanism_cases/replay_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..a81207b28ab041a438122d4856802176209b7d23
--- /dev/null
+++ b/omni_diffusion/supplementary_mechanism_cases/replay_manifest.json
@@ -0,0 +1,138 @@
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