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+ ============================================================
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+ 🚀 MVM² CORE NEURO-SYMBOLIC INTEGRATION PIPELINE VERIFICATION
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+ ============================================================
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+ [Pipeline] Dispatching Image 'C:\Users\Varshith Dharmaj\Downloads\major\math_verification_mvp\test_math.png' to Vision Subsystem...
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+ \n✅ [LAYER 1] OCR Extraction Complete (Conf: 94.0%)
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+ Transcribed Math:
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+ $$
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+ 2 x+4=1 0
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+ $$
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+ \n
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+ [Orchestrator] Dispatching '
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+ $$
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+ 2 x+4=1 0
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+ $$
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+ ' to 4 Parallel Models...
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+ ✅ Llama-3.1-8B-Instruct completed reasoning.
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+ ✅ DeepSeek-Math-7B (Zero-Shot) completed reasoning.
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+ ✅ DeepSeek-Math-7B (CoT) completed reasoning.
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+ ✅ Qwen-2.5-Math-7B completed reasoning.
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+ \n[Pipeline] Routing outputs into QWED Symbolic Verification and Math-Verify Consensus equations...
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+ \n============================================================
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+ 🎯 FINAL MVM² PIPELINE VERDICT
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+ ============================================================
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+ Verified Answer: 42
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+ Weighted Score: 0.810 / 1.000
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+ Total Latency: 18.39s (Target: < 8.2s)
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+ \n[Detailed Agent Matrix]
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+ - Llama-3.1-8B-Instruct: ans= 42 | V_sym=1.00 | L_logic=0.60 | C_clf=0.80 -> Score_j=0.810
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+ - DeepSeek-Math-7B (Zero-Shot): ans= 42 | V_sym=1.00 | L_logic=0.60 | C_clf=0.80 -> Score_j=0.810
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+ - DeepSeek-Math-7B (CoT): ans= 42 | V_sym=1.00 | L_logic=0.60 | C_clf=0.80 -> Score_j=0.810
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+ - Qwen-2.5-Math-7B: ans= 42 | V_sym=1.00 | L_logic=0.60 | C_clf=0.80 -> Score_j=0.810
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+ \n[Divergence Group Normalization (Math-Verify)]
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+ - Group [ 42 ]: 1 Agent(s) Support. Group Score = 0.810
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+ Traceback (most recent call last):
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+ File "<string>", line 1, in <module>
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+ from multiprocessing.spawn import spawn_main; spawn_main(parent_pid=39644, pipe_handle=488)
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+ ~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\spawn.py", line 113, in spawn_main
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+ new_handle = reduction.duplicate(pipe_handle,
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+ source_process=source_process)
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+ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\reduction.py", line 79, in duplicate
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+ return _winapi.DuplicateHandle(
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+ ~~~~~~~~~~~~~~~~~~~~~~~^
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+ source_process, handle, target_process,
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+ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ 0, inheritable, _winapi.DUPLICATE_SAME_ACCESS)
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+ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ OSError: [WinError 6] The handle is invalid
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+ Traceback (most recent call last):
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+ Traceback (most recent call last):
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+ File "<string>", line 1, in <module>
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+ from multiprocessing.spawn import spawn_main; spawn_main(parent_pid=39644, pipe_handle=488)
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+ ~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\spawn.py", line 113, in spawn_main
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+ new_handle = reduction.duplicate(pipe_handle,
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+ source_process=source_process)
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+ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\reduction.py", line 79, in duplicate
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+ return _winapi.DuplicateHandle(
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+ ~~~~~~~~~~~~~~~~~~~~~~~^
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+ source_process, handle, target_process,
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+ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ 0, inheritable, _winapi.DUPLICATE_SAME_ACCESS)
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+ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ OSError: [WinError 6] The handle is invalid
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+ File "<string>", line 1, in <module>
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+ from multiprocessing.spawn import spawn_main; spawn_main(parent_pid=39644, pipe_handle=488)
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+ ~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\spawn.py", line 113, in spawn_main
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+ new_handle = reduction.duplicate(pipe_handle,
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+ source_process=source_process)
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+ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\reduction.py", line 79, in duplicate
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+ return _winapi.DuplicateHandle(
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+ ~~~~~~~~~~~~~~~~~~~~~~~^
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+ source_process, handle, target_process,
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+ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ 0, inheritable, _winapi.DUPLICATE_SAME_ACCESS)
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+ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ OSError: [WinError 6] The handle is invalid
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+ Traceback (most recent call last):
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+ Traceback (most recent call last):
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+ File "<string>", line 1, in <module>
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+ from multiprocessing.spawn import spawn_main; spawn_main(parent_pid=39644, pipe_handle=488)
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+ ~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\spawn.py", line 113, in spawn_main
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+ new_handle = reduction.duplicate(pipe_handle,
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+ source_process=source_process)
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+ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\reduction.py", line 79, in duplicate
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+ return _winapi.DuplicateHandle(
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+ ~~~~~~~~~~~~~~~~~~~~~~~^
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+ source_process, handle, target_process,
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+ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ 0, inheritable, _winapi.DUPLICATE_SAME_ACCESS)
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+ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ OSError: [WinError 6] The handle is invalid
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+ File "<string>", line 1, in <module>
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+ from multiprocessing.spawn import spawn_main; spawn_main(parent_pid=39644, pipe_handle=488)
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+ ~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\spawn.py", line 113, in spawn_main
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+ new_handle = reduction.duplicate(pipe_handle,
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+ source_process=source_process)
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+ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\reduction.py", line 79, in duplicate
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+ return _winapi.DuplicateHandle(
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+ ~~~~~~~~~~~~~~~~~~~~~~~^
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+ source_process, handle, target_process,
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+ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ 0, inheritable, _winapi.DUPLICATE_SAME_ACCESS)
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+ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ OSError: [WinError 6] The handle is invalid
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+ Traceback (most recent call last):
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+ File "<string>", line 1, in <module>
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+ from multiprocessing.spawn import spawn_main; spawn_main(parent_pid=39644, pipe_handle=488)
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+ ~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\spawn.py", line 113, in spawn_main
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+ new_handle = reduction.duplicate(pipe_handle,
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+ source_process=source_process)
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+ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\reduction.py", line 79, in duplicate
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+ return _winapi.DuplicateHandle(
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+ ~~~~~~~~~~~~~~~~~~~~~~~^
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+ source_process, handle, target_process,
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+ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ 0, inheritable, _winapi.DUPLICATE_SAME_ACCESS)
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+ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ OSError: [WinError 6] The handle is invalid
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+ Traceback (most recent call last):
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+ File "<string>", line 1, in <module>
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+ from multiprocessing.spawn import spawn_main; spawn_main(parent_pid=39644, pipe_handle=472)
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+ ~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\spawn.py", line 113, in spawn_main
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+ new_handle = reduction.duplicate(pipe_handle,
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+ source_process=source_process)
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+ File "C:\Users\Varshith Dharmaj\AppData\Local\Programs\Python\Python313\Lib\multiprocessing\reduction.py", line 79, in duplicate
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+ return _winapi.DuplicateHandle(
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+ ~~~~~~~~~~~~~~~~~~~~~~~^
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+ source_process, handle, target_process,
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+ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ 0, inheritable, _winapi.DUPLICATE_SAME_ACCESS)
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+ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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+ OSError: [WinError 6] The handle is invalid