[System] You are using AtomicVision tools. Return exactly one XML-wrapped JSON tool call and nothing else. The only valid format is <tool_call>{"name":"ask_prior","arguments":{}}</tool_call> or <tool_call>{"name":"submit_defect_map","arguments":{"predicted_defects":["O"],"predicted_concentrations":[0.12],"confidence":0.73}}</tool_call>. Do not write placeholder text or ellipsis examples inside the tool-call tags. Do not write ask_prior or submit_defect_map outside the JSON object. Use ask_prior first. After the prior appears, copy high-confidence priors into submit_defect_map. For borderline priors, one cheap valid scan or compare_reference call is allowed if it can improve the final map. Do not invent unsupported tool names, species, or concentration formats. Stop immediately after the closing </tool_call> tag.

[User]
You are AtomicVision, an autonomous materials characterization agent. Your task is to infer hidden atomic defects from non-invasive spectral evidence. Maximize reward by submitting accurate defect identities and concentrations while avoiding unnecessary scan cost. Observations include compact spectral summaries: current peaks, defect-reference delta peaks when a reference is visible, and candidate signature bands/scores. Tool protocol: valid scan_mode values are exactly quick_pdos, standard_pdos, high_res_pdos, and raman_proxy. Valid resolution values are exactly low, medium, and high. The frequency axis is synthetic PDoS units from 0.0 to 20.0; valid zoom examples are 1.0-5.0, 5.0-10.0, and 10.0-18.0. Never use Raman/cm^-1 values such as 300, 1200, or 3000 for zoom_band. Strong default strategy: first call ask_prior. If the prior returns predicted_defects with confidence 0.65 or higher, usually submit_defect_map using the prior predicted_defects, predicted_concentrations, and confidence. If confidence is 0.50-0.65, either submit the prior or request one cheap extra signal only if it can improve the final map. Extra evidence is expensive: ask_prior costs 1.5, compare_reference costs 0.5, quick_pdos costs 1.0, standard_pdos costs 2.0, raman_proxy costs 2.5, and high_res_pdos or zoom_band costs 4.0. Request another scan only when the prior is missing, low-confidence, or you will change the final defect map. If requesting extra evidence, use at most one valid scan or one valid zoom band before submitting. submit_defect_map is terminal: after it returns, do not call any more tools. Extra tool calls after final submission are penalized.

Observation:
message=Initial low-cost PDoS scan acquired.
material=synthetic-hard-3603 difficulty=hard
budget_remaining=8.0 step=0/7
valid_scan_modes=('quick_pdos', 'standard_pdos', 'high_res_pdos', 'raman_proxy')
valid_resolutions=('low', 'medium', 'high')
valid_frequency_range=0.000-20.000
tool_costs=ask_prior:1.5, compare_reference:0.5, quick_pdos:1.0, standard_pdos:2.0, raman_proxy:2.5, high_res_pdos_or_zoom:4.0
scan_cost_so_far=0.000
cost_discipline=submit_high_confidence_prior; one_cheap_scan_only_when_borderline
recommended_first_action=ask_prior
recommended_next_action=ask_prior
candidate_defects=['S', 'P', 'O', 'N', 'Si', 'Zn', 'Ge', 'C', 'Ga']
spectral_summary={"current_peak_freqs":[{"freq":11.181,"value":1.0},{"freq":11.339,"value":0.9999},{"freq":10.866,"value":0.9901},{"freq":10.709,"value":0.9898}],"candidate_signature_bands":[{"species":"S","add":9.5,"soften":5.1,"broad":3.3},{"species":"P","add":9.2,"soften":3.0,"broad":15.0},{"species":"O","add":9.1,"soften":2.3,"broad":13.9},{"species":"N","add":9.0,"soften":1.6,"broad":12.8},{"species":"Si","add":13.5,"soften":8.1,"broad":9.3},{"species":"Zn","add":15.2,"soften":2.0,"broad":13.0},{"species":"Ge","add":11.5,"soften":12.1,"broad":2.3},{"species":"C","add":7.9,"soften":11.9,"broad":15.7},{"species":"Ga","add":10.7,"soften":6.5,"broad":8.5}]}
prior={}
reward=0.0 done=False
reward_breakdown={}

[Assistant] <tool_call>{"name":"ask_prior","arguments":{}}</tool_call>

[User]
<tool_response>
message=DefectNet-lite prior returned a candidate defect map.
material=synthetic-hard-3603 difficulty=hard
budget_remaining=6.5 step=1/7
valid_scan_modes=('quick_pdos', 'standard_pdos', 'high_res_pdos', 'raman_proxy')
valid_resolutions=('low', 'medium', 'high')
valid_frequency_range=0.000-20.000
tool_costs=ask_prior:1.5, compare_reference:0.5, quick_pdos:1.0, standard_pdos:2.0, raman_proxy:2.5, high_res_pdos_or_zoom:4.0
scan_cost_so_far=1.500
cost_discipline=submit_high_confidence_prior; one_cheap_scan_only_when_borderline
recommended_first_action=ask_prior
recommended_next_action=submit_defect_map_with_prior
candidate_defects=['S', 'P', 'O', 'N', 'Si', 'Zn', 'Ge', 'C', 'Ga']
spectral_summary={"current_peak_freqs":[{"freq":11.181,"value":1.0},{"freq":11.339,"value":0.9999},{"freq":10.866,"value":0.9901},{"freq":10.709,"value":0.9898}],"candidate_signature_bands":[{"species":"S","add":9.5,"soften":5.1,"broad":3.3},{"species":"P","add":9.2,"soften":3.0,"broad":15.0},{"species":"O","add":9.1,"soften":2.3,"broad":13.9},{"species":"N","add":9.0,"soften":1.6,"broad":12.8},{"species":"Si","add":13.5,"soften":8.1,"broad":9.3},{"species":"Zn","add":15.2,"soften":2.0,"broad":13.0},{"species":"Ge","add":11.5,"soften":12.1,"broad":2.3},{"species":"C","add":7.9,"soften":11.9,"broad":15.7},{"species":"Ga","add":10.7,"soften":6.5,"broad":8.5}]}
prior={'predicted_defects': ['S', 'P', 'C', 'Ge', 'O', 'Zn'], 'predicted_concentrations': [0.066, 0.11202, 0.02475, 0.1265, 0.1066, 0.02649], 'confidence': 0.83, 'source': 'heuristic', 'checkpoint_path': None}
reward=-0.6000000000000001 done=False
reward_breakdown={'scan_cost_penalty': -0.6}
</tool_response>


[System] You are using AtomicVision tools. Return exactly one XML-wrapped JSON tool call and nothing else. The only valid format is <tool_call>{"name":"ask_prior","arguments":{}}</tool_call> or <tool_call>{"name":"submit_defect_map","arguments":{"predicted_defects":["O"],"predicted_concentrations":[0.12],"confidence":0.73}}</tool_call>. Do not write placeholder text or ellipsis examples inside the tool-call tags. Do not write ask_prior or submit_defect_map outside the JSON object. Use ask_prior first. After the prior appears, copy high-confidence priors into submit_defect_map. For borderline priors, one cheap valid scan or compare_reference call is allowed if it can improve the final map. Do not invent unsupported tool names, species, or concentration formats. Stop immediately after the closing </tool_call> tag.

[User]
You are AtomicVision, an autonomous materials characterization agent. Your task is to infer hidden atomic defects from non-invasive spectral evidence. Maximize reward by submitting accurate defect identities and concentrations while avoiding unnecessary scan cost. Observations include compact spectral summaries: current peaks, defect-reference delta peaks when a reference is visible, and candidate signature bands/scores. Tool protocol: valid scan_mode values are exactly quick_pdos, standard_pdos, high_res_pdos, and raman_proxy. Valid resolution values are exactly low, medium, and high. The frequency axis is synthetic PDoS units from 0.0 to 20.0; valid zoom examples are 1.0-5.0, 5.0-10.0, and 10.0-18.0. Never use Raman/cm^-1 values such as 300, 1200, or 3000 for zoom_band. Strong default strategy: first call ask_prior. If the prior returns predicted_defects with confidence 0.65 or higher, usually submit_defect_map using the prior predicted_defects, predicted_concentrations, and confidence. If confidence is 0.50-0.65, either submit the prior or request one cheap extra signal only if it can improve the final map. Extra evidence is expensive: ask_prior costs 1.5, compare_reference costs 0.5, quick_pdos costs 1.0, standard_pdos costs 2.0, raman_proxy costs 2.5, and high_res_pdos or zoom_band costs 4.0. Request another scan only when the prior is missing, low-confidence, or you will change the final defect map. If requesting extra evidence, use at most one valid scan or one valid zoom band before submitting. submit_defect_map is terminal: after it returns, do not call any more tools. Extra tool calls after final submission are penalized.

Observation:
message=Initial low-cost PDoS scan acquired.
material=synthetic-hard-3605 difficulty=hard
budget_remaining=8.0 step=0/7
valid_scan_modes=('quick_pdos', 'standard_pdos', 'high_res_pdos', 'raman_proxy')
valid_resolutions=('low', 'medium', 'high')
valid_frequency_range=0.000-20.000
tool_costs=ask_prior:1.5, compare_reference:0.5, quick_pdos:1.0, standard_pdos:2.0, raman_proxy:2.5, high_res_pdos_or_zoom:4.0
scan_cost_so_far=0.000
cost_discipline=submit_high_confidence_prior; one_cheap_scan_only_when_borderline
recommended_first_action=ask_prior
recommended_next_action=ask_prior
candidate_defects=['Mg', 'Si', 'Ge', 'C', 'P', 'Zn', 'Ga', 'N', 'S']
spectral_summary={"current_peak_freqs":[{"freq":10.709,"value":1.0},{"freq":10.551,"value":0.976},{"freq":11.181,"value":0.9453},{"freq":11.339,"value":0.9273}],"candidate_signature_bands":[{"species":"Mg","add":12.5,"soften":1.1,"broad":13.3},{"species":"Si","add":13.5,"soften":8.1,"broad":9.3},{"species":"Ge","add":11.5,"soften":12.1,"broad":2.3},{"species":"C","add":7.9,"soften":11.9,"broad":15.7},{"species":"P","add":9.2,"soften":3.0,"broad":15.0},{"species":"Zn","add":15.2,"soften":2.0,"broad":13.0},{"species":"Ga","add":10.7,"soften":6.5,"broad":8.5},{"species":"N","add":9.0,"soften":1.6,"broad":12.8},{"species":"S","add":9.5,"soften":5.1,"broad":3.3}]}
prior={}
reward=0.0 done=False
reward_breakdown={}

[Assistant] <tool_call>{"name":"ask_prior","arguments":{}}</tool_call>

[User]
<tool_response>
message=DefectNet-lite prior returned a candidate defect map.
material=synthetic-hard-3605 difficulty=hard
budget_remaining=6.5 step=1/7
valid_scan_modes=('quick_pdos', 'standard_pdos', 'high_res_pdos', 'raman_proxy')
valid_resolutions=('low', 'medium', 'high')
valid_frequency_range=0.000-20.000
tool_costs=ask_prior:1.5, compare_reference:0.5, quick_pdos:1.0, standard_pdos:2.0, raman_proxy:2.5, high_res_pdos_or_zoom:4.0
scan_cost_so_far=1.500
cost_discipline=submit_high_confidence_prior; one_cheap_scan_only_when_borderline
recommended_first_action=ask_prior
recommended_next_action=submit_defect_map_with_prior
candidate_defects=['Mg', 'Si', 'Ge', 'C', 'P', 'Zn', 'Ga', 'N', 'S']
spectral_summary={"current_peak_freqs":[{"freq":10.709,"value":1.0},{"freq":10.551,"value":0.976},{"freq":11.181,"value":0.9453},{"freq":11.339,"value":0.9273}],"candidate_signature_bands":[{"species":"Mg","add":12.5,"soften":1.1,"broad":13.3},{"species":"Si","add":13.5,"soften":8.1,"broad":9.3},{"species":"Ge","add":11.5,"soften":12.1,"broad":2.3},{"species":"C","add":7.9,"soften":11.9,"broad":15.7},{"species":"P","add":9.2,"soften":3.0,"broad":15.0},{"species":"Zn","add":15.2,"soften":2.0,"broad":13.0},{"species":"Ga","add":10.7,"soften":6.5,"broad":8.5},{"species":"N","add":9.0,"soften":1.6,"broad":12.8},{"species":"S","add":9.5,"soften":5.1,"broad":3.3}]}
prior={'predicted_defects': ['Mg', 'C', 'Ge', 'Zn', 'N', 'S'], 'predicted_concentrations': [0.08415, 0.11596, 0.05387, 0.05732, 0.08544, 0.08685], 'confidence': 0.83, 'source': 'heuristic', 'checkpoint_path': None}
reward=-0.6000000000000001 done=False
reward_breakdown={'scan_cost_penalty': -0.6}
</tool_response>


[System] You are using AtomicVision tools. Return exactly one XML-wrapped JSON tool call and nothing else. The only valid format is <tool_call>{"name":"ask_prior","arguments":{}}</tool_call> or <tool_call>{"name":"submit_defect_map","arguments":{"predicted_defects":["O"],"predicted_concentrations":[0.12],"confidence":0.73}}</tool_call>. Do not write placeholder text or ellipsis examples inside the tool-call tags. Do not write ask_prior or submit_defect_map outside the JSON object. Use ask_prior first. After the prior appears, copy high-confidence priors into submit_defect_map. For borderline priors, one cheap valid scan or compare_reference call is allowed if it can improve the final map. Do not invent unsupported tool names, species, or concentration formats. Stop immediately after the closing </tool_call> tag.

[User]
You are AtomicVision, an autonomous materials characterization agent. Your task is to infer hidden atomic defects from non-invasive spectral evidence. Maximize reward by submitting accurate defect identities and concentrations while avoiding unnecessary scan cost. Observations include compact spectral summaries: current peaks, defect-reference delta peaks when a reference is visible, and candidate signature bands/scores. Tool protocol: valid scan_mode values are exactly quick_pdos, standard_pdos, high_res_pdos, and raman_proxy. Valid resolution values are exactly low, medium, and high. The frequency axis is synthetic PDoS units from 0.0 to 20.0; valid zoom examples are 1.0-5.0, 5.0-10.0, and 10.0-18.0. Never use Raman/cm^-1 values such as 300, 1200, or 3000 for zoom_band. Strong default strategy: first call ask_prior. If the prior returns predicted_defects with confidence 0.65 or higher, usually submit_defect_map using the prior predicted_defects, predicted_concentrations, and confidence. If confidence is 0.50-0.65, either submit the prior or request one cheap extra signal only if it can improve the final map. Extra evidence is expensive: ask_prior costs 1.5, compare_reference costs 0.5, quick_pdos costs 1.0, standard_pdos costs 2.0, raman_proxy costs 2.5, and high_res_pdos or zoom_band costs 4.0. Request another scan only when the prior is missing, low-confidence, or you will change the final defect map. If requesting extra evidence, use at most one valid scan or one valid zoom band before submitting. submit_defect_map is terminal: after it returns, do not call any more tools. Extra tool calls after final submission are penalized.

Observation:
message=Initial low-cost PDoS scan acquired.
material=synthetic-hard-3685 difficulty=hard
budget_remaining=8.0 step=0/7
valid_scan_modes=('quick_pdos', 'standard_pdos', 'high_res_pdos', 'raman_proxy')
valid_resolutions=('low', 'medium', 'high')
valid_frequency_range=0.000-20.000
tool_costs=ask_prior:1.5, compare_reference:0.5, quick_pdos:1.0, standard_pdos:2.0, raman_proxy:2.5, high_res_pdos_or_zoom:4.0
scan_cost_so_far=0.000
cost_discipline=submit_high_confidence_prior; one_cheap_scan_only_when_borderline
recommended_first_action=ask_prior
recommended_next_action=ask_prior
candidate_defects=['Al', 'Mg', 'S', 'Zn', 'O', 'Si', 'P', 'C', 'N']
spectral_summary={"current_peak_freqs":[{"freq":11.969,"value":1.0},{"freq":10.866,"value":0.9626},{"freq":12.283,"value":0.9407},{"freq":11.654,"value":0.9379}],"candidate_signature_bands":[{"species":"Al","add":12.3,"soften":17.7,"broad":11.1},{"species":"Mg","add":12.5,"soften":1.1,"broad":13.3},{"species":"S","add":9.5,"soften":5.1,"broad":3.3},{"species":"Zn","add":15.2,"soften":2.0,"broad":13.0},{"species":"O","add":9.1,"soften":2.3,"broad":13.9},{"species":"Si","add":13.5,"soften":8.1,"broad":9.3},{"species":"P","add":9.2,"soften":3.0,"broad":15.0},{"species":"C","add":7.9,"soften":11.9,"broad":15.7},{"species":"N","add":9.0,"soften":1.6,"broad":12.8}]}
prior={}
reward=0.0 done=False
reward_breakdown={}

[Assistant] <tool_call>{"name":"ask_prior","arguments":{}}</tool_call>

[User]
<tool_response>
message=DefectNet-lite prior returned a candidate defect map.
material=synthetic-hard-3685 difficulty=hard
budget_remaining=6.5 step=1/7
valid_scan_modes=('quick_pdos', 'standard_pdos', 'high_res_pdos', 'raman_proxy')
valid_resolutions=('low', 'medium', 'high')
valid_frequency_range=0.000-20.000
tool_costs=ask_prior:1.5, compare_reference:0.5, quick_pdos:1.0, standard_pdos:2.0, raman_proxy:2.5, high_res_pdos_or_zoom:4.0
scan_cost_so_far=1.500
cost_discipline=submit_high_confidence_prior; one_cheap_scan_only_when_borderline
recommended_first_action=ask_prior
recommended_next_action=submit_defect_map_with_prior
candidate_defects=['Al', 'Mg', 'S', 'Zn', 'O', 'Si', 'P', 'C', 'N']
spectral_summary={"current_peak_freqs":[{"freq":11.969,"value":1.0},{"freq":10.866,"value":0.9626},{"freq":12.283,"value":0.9407},{"freq":11.654,"value":0.9379}],"candidate_signature_bands":[{"species":"Al","add":12.3,"soften":17.7,"broad":11.1},{"species":"Mg","add":12.5,"soften":1.1,"broad":13.3},{"species":"S","add":9.5,"soften":5.1,"broad":3.3},{"species":"Zn","add":15.2,"soften":2.0,"broad":13.0},{"species":"O","add":9.1,"soften":2.3,"broad":13.9},{"species":"Si","add":13.5,"soften":8.1,"broad":9.3},{"species":"P","add":9.2,"soften":3.0,"broad":15.0},{"species":"C","add":7.9,"soften":11.9,"broad":15.7},{"species":"N","add":9.0,"soften":1.6,"broad":12.8}]}
prior={'predicted_defects': ['S', 'Zn', 'P', 'Mg', 'Al', 'C'], 'predicted_concentrations': [0.05151, 0.11593, 0.11421, 0.14555, 0.11772, 0.05087], 'confidence': 0.83, 'source': 'heuristic', 'checkpoint_path': None}
reward=-0.6000000000000001 done=False
reward_breakdown={'scan_cost_penalty': -0.6}
</tool_response>


[System] You are using AtomicVision tools. Return exactly one XML-wrapped JSON tool call and nothing else. The only valid format is <tool_call>{"name":"ask_prior","arguments":{}}</tool_call> or <tool_call>{"name":"submit_defect_map","arguments":{"predicted_defects":["O"],"predicted_concentrations":[0.12],"confidence":0.73}}</tool_call>. Do not write placeholder text or ellipsis examples inside the tool-call tags. Do not write ask_prior or submit_defect_map outside the JSON object. Use ask_prior first. After the prior appears, copy high-confidence priors into submit_defect_map. For borderline priors, one cheap valid scan or compare_reference call is allowed if it can improve the final map. Do not invent unsupported tool names, species, or concentration formats. Stop immediately after the closing </tool_call> tag.

[User]
You are AtomicVision, an autonomous materials characterization agent. Your task is to infer hidden atomic defects from non-invasive spectral evidence. Maximize reward by submitting accurate defect identities and concentrations while avoiding unnecessary scan cost. Observations include compact spectral summaries: current peaks, defect-reference delta peaks when a reference is visible, and candidate signature bands/scores. Tool protocol: valid scan_mode values are exactly quick_pdos, standard_pdos, high_res_pdos, and raman_proxy. Valid resolution values are exactly low, medium, and high. The frequency axis is synthetic PDoS units from 0.0 to 20.0; valid zoom examples are 1.0-5.0, 5.0-10.0, and 10.0-18.0. Never use Raman/cm^-1 values such as 300, 1200, or 3000 for zoom_band. Strong default strategy: first call ask_prior. If the prior returns predicted_defects with confidence 0.65 or higher, usually submit_defect_map using the prior predicted_defects, predicted_concentrations, and confidence. If confidence is 0.50-0.65, either submit the prior or request one cheap extra signal only if it can improve the final map. Extra evidence is expensive: ask_prior costs 1.5, compare_reference costs 0.5, quick_pdos costs 1.0, standard_pdos costs 2.0, raman_proxy costs 2.5, and high_res_pdos or zoom_band costs 4.0. Request another scan only when the prior is missing, low-confidence, or you will change the final defect map. If requesting extra evidence, use at most one valid scan or one valid zoom band before submitting. submit_defect_map is terminal: after it returns, do not call any more tools. Extra tool calls after final submission are penalized.

Observation:
message=Initial low-cost PDoS scan acquired.
material=synthetic-hard-3750 difficulty=hard
budget_remaining=8.0 step=0/7
valid_scan_modes=('quick_pdos', 'standard_pdos', 'high_res_pdos', 'raman_proxy')
valid_resolutions=('low', 'medium', 'high')
valid_frequency_range=0.000-20.000
tool_costs=ask_prior:1.5, compare_reference:0.5, quick_pdos:1.0, standard_pdos:2.0, raman_proxy:2.5, high_res_pdos_or_zoom:4.0
scan_cost_so_far=0.000
cost_discipline=submit_high_confidence_prior; one_cheap_scan_only_when_borderline
recommended_first_action=ask_prior
recommended_next_action=ask_prior
candidate_defects=['Ga', 'S', 'Al', 'Si', 'P', 'N', 'O', 'B', 'Mg']
spectral_summary={"current_peak_freqs":[{"freq":9.449,"value":1.0},{"freq":8.661,"value":0.9931},{"freq":8.976,"value":0.9797},{"freq":16.535,"value":0.9712}],"candidate_signature_bands":[{"species":"Ga","add":10.7,"soften":6.5,"broad":8.5},{"species":"S","add":9.5,"soften":5.1,"broad":3.3},{"species":"Al","add":12.3,"soften":17.7,"broad":11.1},{"species":"Si","add":13.5,"soften":8.1,"broad":9.3},{"species":"P","add":9.2,"soften":3.0,"broad":15.0},{"species":"N","add":9.0,"soften":1.6,"broad":12.8},{"species":"O","add":9.1,"soften":2.3,"broad":13.9},{"species":"B","add":7.8,"soften":11.2,"broad":14.6},{"species":"Mg","add":12.5,"soften":1.1,"broad":13.3}]}
prior={}
reward=0.0 done=False
reward_breakdown={}

[Assistant] <tool_call>{"name":"ask_prior","arguments":{}}</tool_call>

[User]
<tool_response>
message=DefectNet-lite prior returned a candidate defect map.
material=synthetic-hard-3750 difficulty=hard
budget_remaining=6.5 step=1/7
valid_scan_modes=('quick_pdos', 'standard_pdos', 'high_res_pdos', 'raman_proxy')
valid_resolutions=('low', 'medium', 'high')
valid_frequency_range=0.000-20.000
tool_costs=ask_prior:1.5, compare_reference:0.5, quick_pdos:1.0, standard_pdos:2.0, raman_proxy:2.5, high_res_pdos_or_zoom:4.0
scan_cost_so_far=1.500
cost_discipline=submit_high_confidence_prior; one_cheap_scan_only_when_borderline
recommended_first_action=ask_prior
recommended_next_action=submit_defect_map_with_prior
candidate_defects=['Ga', 'S', 'Al', 'Si', 'P', 'N', 'O', 'B', 'Mg']
spectral_summary={"current_peak_freqs":[{"freq":9.449,"value":1.0},{"freq":8.661,"value":0.9931},{"freq":8.976,"value":0.9797},{"freq":16.535,"value":0.9712}],"candidate_signature_bands":[{"species":"Ga","add":10.7,"soften":6.5,"broad":8.5},{"species":"S","add":9.5,"soften":5.1,"broad":3.3},{"species":"Al","add":12.3,"soften":17.7,"broad":11.1},{"species":"Si","add":13.5,"soften":8.1,"broad":9.3},{"species":"P","add":9.2,"soften":3.0,"broad":15.0},{"species":"N","add":9.0,"soften":1.6,"broad":12.8},{"species":"O","add":9.1,"soften":2.3,"broad":13.9},{"species":"B","add":7.8,"soften":11.2,"broad":14.6},{"species":"Mg","add":12.5,"soften":1.1,"broad":13.3}]}
prior={'predicted_defects': ['B', 'Si', 'Ga', 'S', 'O', 'Mg'], 'predicted_concentrations': [0.14031, 0.02423, 0.05361, 0.02186, 0.07664, 0.14498], 'confidence': 0.83, 'source': 'heuristic', 'checkpoint_path': None}
reward=-0.6000000000000001 done=False
reward_breakdown={'scan_cost_penalty': -0.6}
</tool_response>