{"id":"W7131453612","doi":"10.1109/icamac67779.2025.11398733","title":"CodeSync: Multi-Agent System for Programming Assistance and Deterministic Thinking","year":2025,"lang":"","type":"article","venue":"","topic":"AI-based Problem Solving and Planning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algoma University","funders":"","keywords":"Python (programming language); Benchmark (surveying); Cognitive architecture; Facilitator; Software; Commonsense reasoning; Automated reasoning; Architecture; Model-based reasoning","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002114443,0.001268796,0.0006295252,0.0007855517,0.001032963,0.001692079,0.003973834,0.001671517,0.0093209],"category_scores_gemma":[0.007908182,0.0008320358,0.0009070646,0.0004311191,0.00133628,0.002518639,0.003703966,0.002923086,0.003034058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001341205,"about_ca_system_score_gemma":0.004454823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008921315,"about_ca_topic_score_gemma":0.009535046,"domain_scores_codex":[0.9988112,0.0003522352,0.0001158853,0.0002741733,0.0003395538,0.0001068912],"domain_scores_gemma":[0.9974069,0.001120771,0.0001433734,0.0005936751,0.0004672195,0.0002679569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002083341,0.0009230177,0.005412216,0.001415507,0.0003645539,0.0009486925,0.001583347,0.2643894,0.0357002,0.1413054,0.1490972,0.3967771],"study_design_scores_gemma":[0.0002395198,0.0001265891,0.000304599,0.00007680844,0.00004546359,0.0001412155,0.0000521016,0.879071,0.01346285,0.02699414,0.07941895,0.00006678313],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01174962,0.0002400869,0.8528897,0.0005309671,0.0002346255,0.0005828814,0.0006822995,0.1244312,0.008658642],"genre_scores_gemma":[0.149167,0.0002899448,0.8299689,0.0004282942,0.00004748533,0.001344937,0.002558248,0.007199449,0.008995759],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0093209,"threshold_uncertainty_score":0.03118145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02826895790284494,"score_gpt":0.2864204106948949,"score_spread":0.25815145279205,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}