{
  "schema": "semiagora.process-device-circuit-chain-result.v1",
  "version": "2026-08-16-v72",
  "generatedAtKst": "2026-08-16",
  "chainId": "SA-PROC-CHAIN-CONTACT-001",
  "route": "/simulations/contact-resistance-delay-chain-interactive",
  "execution_mode": "browser_csv_resampling_only",
  "rows": [
    {
      "lab_id": "CTC-001",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 350,
      "anneal_time_s": 15,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.73,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 116.012,
      "rsd_ohm_um_proxy": 53.719,
      "idrive_loss_pct_proxy": 26.907,
      "ring_osc_delay_ps_proxy": 28.38,
      "bitline_rc_delay_ps_proxy": 59.131,
      "sram_read_margin_delta_mv_proxy": -14.619,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.385,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-002",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 350,
      "anneal_time_s": 15,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.73,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 81.205,
      "rsd_ohm_um_proxy": 53.719,
      "idrive_loss_pct_proxy": 22.071,
      "ring_osc_delay_ps_proxy": 26.367,
      "bitline_rc_delay_ps_proxy": 55.525,
      "sram_read_margin_delta_mv_proxy": -10.964,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.308,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-003",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 350,
      "anneal_time_s": 15,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.73,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 61.576,
      "rsd_ohm_um_proxy": 53.719,
      "idrive_loss_pct_proxy": 19.051,
      "ring_osc_delay_ps_proxy": 25.413,
      "bitline_rc_delay_ps_proxy": 53.778,
      "sram_read_margin_delta_mv_proxy": -8.903,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.265,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-004",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 350,
      "anneal_time_s": 15,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.73,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 49.116,
      "rsd_ohm_um_proxy": 53.719,
      "idrive_loss_pct_proxy": 17.01,
      "ring_osc_delay_ps_proxy": 24.995,
      "bitline_rc_delay_ps_proxy": 52.969,
      "sram_read_margin_delta_mv_proxy": -7.595,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.237,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-005",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 350,
      "anneal_time_s": 30,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.763,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 109.218,
      "rsd_ohm_um_proxy": 51.169,
      "idrive_loss_pct_proxy": 25.789,
      "ring_osc_delay_ps_proxy": 27.862,
      "bitline_rc_delay_ps_proxy": 58.217,
      "sram_read_margin_delta_mv_proxy": -13.814,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.368,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-006",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 350,
      "anneal_time_s": 30,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.763,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 76.449,
      "rsd_ohm_um_proxy": 51.169,
      "idrive_loss_pct_proxy": 21.11,
      "ring_osc_delay_ps_proxy": 25.981,
      "bitline_rc_delay_ps_proxy": 54.846,
      "sram_read_margin_delta_mv_proxy": -10.373,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.295,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-007",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 350,
      "anneal_time_s": 30,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.763,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 57.97,
      "rsd_ohm_um_proxy": 51.169,
      "idrive_loss_pct_proxy": 18.201,
      "ring_osc_delay_ps_proxy": 25.102,
      "bitline_rc_delay_ps_proxy": 53.231,
      "sram_read_margin_delta_mv_proxy": -8.433,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.255,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-008",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 350,
      "anneal_time_s": 30,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.763,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 46.24,
      "rsd_ohm_um_proxy": 51.169,
      "idrive_loss_pct_proxy": 16.241,
      "ring_osc_delay_ps_proxy": 24.732,
      "bitline_rc_delay_ps_proxy": 52.506,
      "sram_read_margin_delta_mv_proxy": -7.201,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.229,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-009",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 350,
      "anneal_time_s": 60,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.796,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 104.626,
      "rsd_ohm_um_proxy": 51.038,
      "idrive_loss_pct_proxy": 25.155,
      "ring_osc_delay_ps_proxy": 27.559,
      "bitline_rc_delay_ps_proxy": 57.682,
      "sram_read_margin_delta_mv_proxy": -13.327,
      "leakage_risk_proxy": 0.299,
      "yield_risk_proxy": 0.365,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-010",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 350,
      "anneal_time_s": 60,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.796,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 73.234,
      "rsd_ohm_um_proxy": 51.038,
      "idrive_loss_pct_proxy": 20.606,
      "ring_osc_delay_ps_proxy": 25.769,
      "bitline_rc_delay_ps_proxy": 54.469,
      "sram_read_margin_delta_mv_proxy": -10.031,
      "leakage_risk_proxy": 0.299,
      "yield_risk_proxy": 0.295,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-011",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 350,
      "anneal_time_s": 60,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.796,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 55.532,
      "rsd_ohm_um_proxy": 51.038,
      "idrive_loss_pct_proxy": 17.787,
      "ring_osc_delay_ps_proxy": 24.939,
      "bitline_rc_delay_ps_proxy": 52.944,
      "sram_read_margin_delta_mv_proxy": -8.172,
      "leakage_risk_proxy": 0.299,
      "yield_risk_proxy": 0.257,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-012",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 350,
      "anneal_time_s": 60,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.796,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 44.296,
      "rsd_ohm_um_proxy": 51.038,
      "idrive_loss_pct_proxy": 15.892,
      "ring_osc_delay_ps_proxy": 24.602,
      "bitline_rc_delay_ps_proxy": 52.275,
      "sram_read_margin_delta_mv_proxy": -6.992,
      "leakage_risk_proxy": 0.299,
      "yield_risk_proxy": 0.232,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-013",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 400,
      "anneal_time_s": 15,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.785,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 100.815,
      "rsd_ohm_um_proxy": 49.594,
      "idrive_loss_pct_proxy": 24.501,
      "ring_osc_delay_ps_proxy": 27.268,
      "bitline_rc_delay_ps_proxy": 57.169,
      "sram_read_margin_delta_mv_proxy": -12.875,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.348,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-014",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 400,
      "anneal_time_s": 15,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.785,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 70.567,
      "rsd_ohm_um_proxy": 49.594,
      "idrive_loss_pct_proxy": 20.047,
      "ring_osc_delay_ps_proxy": 25.552,
      "bitline_rc_delay_ps_proxy": 54.087,
      "sram_read_margin_delta_mv_proxy": -9.699,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.281,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-015",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 400,
      "anneal_time_s": 15,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.785,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 53.51,
      "rsd_ohm_um_proxy": 49.594,
      "idrive_loss_pct_proxy": 17.296,
      "ring_osc_delay_ps_proxy": 24.764,
      "bitline_rc_delay_ps_proxy": 52.636,
      "sram_read_margin_delta_mv_proxy": -7.908,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.244,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-016",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 400,
      "anneal_time_s": 15,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.785,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 42.682,
      "rsd_ohm_um_proxy": 49.594,
      "idrive_loss_pct_proxy": 15.45,
      "ring_osc_delay_ps_proxy": 24.453,
      "bitline_rc_delay_ps_proxy": 52.015,
      "sram_read_margin_delta_mv_proxy": -6.771,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.22,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-017",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 400,
      "anneal_time_s": 30,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.818,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 94.865,
      "rsd_ohm_um_proxy": 47.397,
      "idrive_loss_pct_proxy": 23.461,
      "ring_osc_delay_ps_proxy": 26.815,
      "bitline_rc_delay_ps_proxy": 56.37,
      "sram_read_margin_delta_mv_proxy": -12.171,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.333,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-018",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 400,
      "anneal_time_s": 30,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.818,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 66.402,
      "rsd_ohm_um_proxy": 47.397,
      "idrive_loss_pct_proxy": 19.166,
      "ring_osc_delay_ps_proxy": 25.215,
      "bitline_rc_delay_ps_proxy": 53.494,
      "sram_read_margin_delta_mv_proxy": -9.183,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.27,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-019",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 400,
      "anneal_time_s": 30,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.818,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 50.352,
      "rsd_ohm_um_proxy": 47.397,
      "idrive_loss_pct_proxy": 16.524,
      "ring_osc_delay_ps_proxy": 24.493,
      "bitline_rc_delay_ps_proxy": 52.159,
      "sram_read_margin_delta_mv_proxy": -7.497,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.235,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-020",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 400,
      "anneal_time_s": 30,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.818,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 40.163,
      "rsd_ohm_um_proxy": 47.397,
      "idrive_loss_pct_proxy": 14.756,
      "ring_osc_delay_ps_proxy": 24.224,
      "bitline_rc_delay_ps_proxy": 51.611,
      "sram_read_margin_delta_mv_proxy": -6.427,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.213,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-021",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 400,
      "anneal_time_s": 60,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.851,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 90.95,
      "rsd_ohm_um_proxy": 47.422,
      "idrive_loss_pct_proxy": 22.9,
      "ring_osc_delay_ps_proxy": 26.562,
      "bitline_rc_delay_ps_proxy": 55.922,
      "sram_read_margin_delta_mv_proxy": -11.761,
      "leakage_risk_proxy": 0.299,
      "yield_risk_proxy": 0.332,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-022",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 400,
      "anneal_time_s": 60,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.851,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 63.662,
      "rsd_ohm_um_proxy": 47.422,
      "idrive_loss_pct_proxy": 18.729,
      "ring_osc_delay_ps_proxy": 25.038,
      "bitline_rc_delay_ps_proxy": 53.18,
      "sram_read_margin_delta_mv_proxy": -8.896,
      "leakage_risk_proxy": 0.299,
      "yield_risk_proxy": 0.271,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-023",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 400,
      "anneal_time_s": 60,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.851,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 48.274,
      "rsd_ohm_um_proxy": 47.422,
      "idrive_loss_pct_proxy": 16.172,
      "ring_osc_delay_ps_proxy": 24.359,
      "bitline_rc_delay_ps_proxy": 51.921,
      "sram_read_margin_delta_mv_proxy": -7.28,
      "leakage_risk_proxy": 0.299,
      "yield_risk_proxy": 0.238,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-024",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 400,
      "anneal_time_s": 60,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.851,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 38.506,
      "rsd_ohm_um_proxy": 47.422,
      "idrive_loss_pct_proxy": 14.464,
      "ring_osc_delay_ps_proxy": 24.117,
      "bitline_rc_delay_ps_proxy": 51.421,
      "sram_read_margin_delta_mv_proxy": -6.254,
      "leakage_risk_proxy": 0.299,
      "yield_risk_proxy": 0.216,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-025",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 450,
      "anneal_time_s": 15,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.84,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 87.174,
      "rsd_ohm_um_proxy": 46.034,
      "idrive_loss_pct_proxy": 22.215,
      "ring_osc_delay_ps_proxy": 26.275,
      "bitline_rc_delay_ps_proxy": 55.415,
      "sram_read_margin_delta_mv_proxy": -11.314,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.315,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-026",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 450,
      "anneal_time_s": 15,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.84,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 61.019,
      "rsd_ohm_um_proxy": 46.034,
      "idrive_loss_pct_proxy": 18.154,
      "ring_osc_delay_ps_proxy": 24.824,
      "bitline_rc_delay_ps_proxy": 52.804,
      "sram_read_margin_delta_mv_proxy": -8.568,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.257,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-027",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 450,
      "anneal_time_s": 15,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.84,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 46.269,
      "rsd_ohm_um_proxy": 46.034,
      "idrive_loss_pct_proxy": 15.671,
      "ring_osc_delay_ps_proxy": 24.187,
      "bitline_rc_delay_ps_proxy": 51.618,
      "sram_read_margin_delta_mv_proxy": -7.02,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.225,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-028",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 450,
      "anneal_time_s": 15,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.84,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 36.907,
      "rsd_ohm_um_proxy": 46.034,
      "idrive_loss_pct_proxy": 14.015,
      "ring_osc_delay_ps_proxy": 23.971,
      "bitline_rc_delay_ps_proxy": 51.165,
      "sram_read_margin_delta_mv_proxy": -6.036,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.204,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-029",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 450,
      "anneal_time_s": 30,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.873,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 81.921,
      "rsd_ohm_um_proxy": 44.123,
      "idrive_loss_pct_proxy": 21.245,
      "ring_osc_delay_ps_proxy": 25.876,
      "bitline_rc_delay_ps_proxy": 54.712,
      "sram_read_margin_delta_mv_proxy": -10.694,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.302,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-030",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 450,
      "anneal_time_s": 30,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.873,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 57.342,
      "rsd_ohm_um_proxy": 44.123,
      "idrive_loss_pct_proxy": 17.342,
      "ring_osc_delay_ps_proxy": 24.528,
      "bitline_rc_delay_ps_proxy": 52.282,
      "sram_read_margin_delta_mv_proxy": -8.113,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.248,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-031",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 450,
      "anneal_time_s": 30,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.873,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 43.482,
      "rsd_ohm_um_proxy": 44.123,
      "idrive_loss_pct_proxy": 14.966,
      "ring_osc_delay_ps_proxy": 23.948,
      "bitline_rc_delay_ps_proxy": 51.198,
      "sram_read_margin_delta_mv_proxy": -6.658,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.217,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-032",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 450,
      "anneal_time_s": 30,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.873,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 34.683,
      "rsd_ohm_um_proxy": 44.123,
      "idrive_loss_pct_proxy": 13.386,
      "ring_osc_delay_ps_proxy": 23.769,
      "bitline_rc_delay_ps_proxy": 50.81,
      "sram_read_margin_delta_mv_proxy": -5.734,
      "leakage_risk_proxy": 0.254,
      "yield_risk_proxy": 0.198,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-033",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 450,
      "anneal_time_s": 60,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.906,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 78.565,
      "rsd_ohm_um_proxy": 44.265,
      "idrive_loss_pct_proxy": 20.748,
      "ring_osc_delay_ps_proxy": 25.662,
      "bitline_rc_delay_ps_proxy": 54.333,
      "sram_read_margin_delta_mv_proxy": -10.347,
      "leakage_risk_proxy": 0.299,
      "yield_risk_proxy": 0.302,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-034",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 450,
      "anneal_time_s": 60,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.906,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 54.993,
      "rsd_ohm_um_proxy": 44.265,
      "idrive_loss_pct_proxy": 16.965,
      "ring_osc_delay_ps_proxy": 24.38,
      "bitline_rc_delay_ps_proxy": 52.019,
      "sram_read_margin_delta_mv_proxy": -7.872,
      "leakage_risk_proxy": 0.299,
      "yield_risk_proxy": 0.25,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-035",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 450,
      "anneal_time_s": 60,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.906,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 41.7,
      "rsd_ohm_um_proxy": 44.265,
      "idrive_loss_pct_proxy": 14.667,
      "ring_osc_delay_ps_proxy": 23.837,
      "bitline_rc_delay_ps_proxy": 51.001,
      "sram_read_margin_delta_mv_proxy": -6.476,
      "leakage_risk_proxy": 0.299,
      "yield_risk_proxy": 0.221,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-036",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 450,
      "anneal_time_s": 60,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.906,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 33.262,
      "rsd_ohm_um_proxy": 44.265,
      "idrive_loss_pct_proxy": 13.142,
      "ring_osc_delay_ps_proxy": 23.681,
      "bitline_rc_delay_ps_proxy": 50.654,
      "sram_read_margin_delta_mv_proxy": -5.59,
      "leakage_risk_proxy": 0.299,
      "yield_risk_proxy": 0.202,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-037",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 500,
      "anneal_time_s": 15,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.895,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 91.732,
      "rsd_ohm_um_proxy": 46.796,
      "idrive_loss_pct_proxy": 22.954,
      "ring_osc_delay_ps_proxy": 26.594,
      "bitline_rc_delay_ps_proxy": 55.979,
      "sram_read_margin_delta_mv_proxy": -11.82,
      "leakage_risk_proxy": 0.433,
      "yield_risk_proxy": 0.354,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-038",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 500,
      "anneal_time_s": 15,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.895,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 64.209,
      "rsd_ohm_um_proxy": 46.796,
      "idrive_loss_pct_proxy": 18.752,
      "ring_osc_delay_ps_proxy": 25.055,
      "bitline_rc_delay_ps_proxy": 53.211,
      "sram_read_margin_delta_mv_proxy": -8.931,
      "leakage_risk_proxy": 0.433,
      "yield_risk_proxy": 0.294,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-039",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 500,
      "anneal_time_s": 15,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.895,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 48.689,
      "rsd_ohm_um_proxy": 46.796,
      "idrive_loss_pct_proxy": 16.174,
      "ring_osc_delay_ps_proxy": 24.367,
      "bitline_rc_delay_ps_proxy": 51.936,
      "sram_read_margin_delta_mv_proxy": -7.301,
      "leakage_risk_proxy": 0.433,
      "yield_risk_proxy": 0.259,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-040",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 500,
      "anneal_time_s": 15,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.895,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 38.837,
      "rsd_ohm_um_proxy": 46.796,
      "idrive_loss_pct_proxy": 14.45,
      "ring_osc_delay_ps_proxy": 24.119,
      "bitline_rc_delay_ps_proxy": 51.427,
      "sram_read_margin_delta_mv_proxy": -6.266,
      "leakage_risk_proxy": 0.433,
      "yield_risk_proxy": 0.238,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-041",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 500,
      "anneal_time_s": 30,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.928,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 86.627,
      "rsd_ohm_um_proxy": 44.968,
      "idrive_loss_pct_proxy": 22.032,
      "ring_osc_delay_ps_proxy": 26.207,
      "bitline_rc_delay_ps_proxy": 55.297,
      "sram_read_margin_delta_mv_proxy": -11.219,
      "leakage_risk_proxy": 0.433,
      "yield_risk_proxy": 0.341,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-042",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 500,
      "anneal_time_s": 30,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.928,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 60.636,
      "rsd_ohm_um_proxy": 44.968,
      "idrive_loss_pct_proxy": 17.978,
      "ring_osc_delay_ps_proxy": 24.768,
      "bitline_rc_delay_ps_proxy": 52.705,
      "sram_read_margin_delta_mv_proxy": -8.49,
      "leakage_risk_proxy": 0.433,
      "yield_risk_proxy": 0.284,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-043",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 500,
      "anneal_time_s": 30,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.928,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 45.979,
      "rsd_ohm_um_proxy": 44.968,
      "idrive_loss_pct_proxy": 15.5,
      "ring_osc_delay_ps_proxy": 24.136,
      "bitline_rc_delay_ps_proxy": 51.529,
      "sram_read_margin_delta_mv_proxy": -6.951,
      "leakage_risk_proxy": 0.433,
      "yield_risk_proxy": 0.252,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-044",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 500,
      "anneal_time_s": 30,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.928,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 36.676,
      "rsd_ohm_um_proxy": 44.968,
      "idrive_loss_pct_proxy": 13.848,
      "ring_osc_delay_ps_proxy": 23.924,
      "bitline_rc_delay_ps_proxy": 51.083,
      "sram_read_margin_delta_mv_proxy": -5.974,
      "leakage_risk_proxy": 0.433,
      "yield_risk_proxy": 0.232,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-045",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 500,
      "anneal_time_s": 60,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.961,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 83.328,
      "rsd_ohm_um_proxy": 45.059,
      "idrive_loss_pct_proxy": 21.549,
      "ring_osc_delay_ps_proxy": 25.995,
      "bitline_rc_delay_ps_proxy": 54.922,
      "sram_read_margin_delta_mv_proxy": -10.876,
      "leakage_risk_proxy": 0.478,
      "yield_risk_proxy": 0.341,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-046",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 500,
      "anneal_time_s": 60,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.961,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 58.327,
      "rsd_ohm_um_proxy": 45.059,
      "idrive_loss_pct_proxy": 17.607,
      "ring_osc_delay_ps_proxy": 24.62,
      "bitline_rc_delay_ps_proxy": 52.444,
      "sram_read_margin_delta_mv_proxy": -8.25,
      "leakage_risk_proxy": 0.478,
      "yield_risk_proxy": 0.286,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-047",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 500,
      "anneal_time_s": 60,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.961,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 44.228,
      "rsd_ohm_um_proxy": 45.059,
      "idrive_loss_pct_proxy": 15.205,
      "ring_osc_delay_ps_proxy": 24.025,
      "bitline_rc_delay_ps_proxy": 51.333,
      "sram_read_margin_delta_mv_proxy": -6.77,
      "leakage_risk_proxy": 0.478,
      "yield_risk_proxy": 0.255,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-048",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "standard_clean",
      "silicide_anneal_c": 500,
      "anneal_time_s": 60,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.961,
      "residue_removal_score_proxy": 0.68,
      "oxide_caution_proxy": 0.42,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 35.279,
      "rsd_ohm_um_proxy": 45.059,
      "idrive_loss_pct_proxy": 13.606,
      "ring_osc_delay_ps_proxy": 23.836,
      "bitline_rc_delay_ps_proxy": 50.927,
      "sram_read_margin_delta_mv_proxy": -5.83,
      "leakage_risk_proxy": 0.478,
      "yield_risk_proxy": 0.236,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-049",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 350,
      "anneal_time_s": 15,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.73,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 99.771,
      "rsd_ohm_um_proxy": 53.719,
      "idrive_loss_pct_proxy": 24.728,
      "ring_osc_delay_ps_proxy": 27.324,
      "bitline_rc_delay_ps_proxy": 57.263,
      "sram_read_margin_delta_mv_proxy": -12.698,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.332,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-050",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 350,
      "anneal_time_s": 15,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.73,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 69.836,
      "rsd_ohm_um_proxy": 53.719,
      "idrive_loss_pct_proxy": 20.35,
      "ring_osc_delay_ps_proxy": 25.628,
      "bitline_rc_delay_ps_proxy": 54.218,
      "sram_read_margin_delta_mv_proxy": -9.555,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.266,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-051",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 350,
      "anneal_time_s": 15,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.73,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 52.955,
      "rsd_ohm_um_proxy": 53.719,
      "idrive_loss_pct_proxy": 17.65,
      "ring_osc_delay_ps_proxy": 24.852,
      "bitline_rc_delay_ps_proxy": 52.787,
      "sram_read_margin_delta_mv_proxy": -7.782,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.229,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-052",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 350,
      "anneal_time_s": 15,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.73,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 42.24,
      "rsd_ohm_um_proxy": 53.719,
      "idrive_loss_pct_proxy": 15.838,
      "ring_osc_delay_ps_proxy": 24.548,
      "bitline_rc_delay_ps_proxy": 52.178,
      "sram_read_margin_delta_mv_proxy": -6.657,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.205,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-053",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 350,
      "anneal_time_s": 30,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.763,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 93.928,
      "rsd_ohm_um_proxy": 51.169,
      "idrive_loss_pct_proxy": 23.677,
      "ring_osc_delay_ps_proxy": 26.868,
      "bitline_rc_delay_ps_proxy": 56.459,
      "sram_read_margin_delta_mv_proxy": -11.992,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.317,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-054",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 350,
      "anneal_time_s": 30,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.763,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 65.746,
      "rsd_ohm_um_proxy": 51.169,
      "idrive_loss_pct_proxy": 19.451,
      "ring_osc_delay_ps_proxy": 25.286,
      "bitline_rc_delay_ps_proxy": 53.615,
      "sram_read_margin_delta_mv_proxy": -9.033,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.255,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-055",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 350,
      "anneal_time_s": 30,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.763,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 49.854,
      "rsd_ohm_um_proxy": 51.169,
      "idrive_loss_pct_proxy": 16.855,
      "ring_osc_delay_ps_proxy": 24.574,
      "bitline_rc_delay_ps_proxy": 52.298,
      "sram_read_margin_delta_mv_proxy": -7.365,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.22,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-056",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 350,
      "anneal_time_s": 30,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.763,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 39.766,
      "rsd_ohm_um_proxy": 51.169,
      "idrive_loss_pct_proxy": 15.118,
      "ring_osc_delay_ps_proxy": 24.311,
      "bitline_rc_delay_ps_proxy": 51.761,
      "sram_read_margin_delta_mv_proxy": -6.306,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.198,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-057",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 350,
      "anneal_time_s": 60,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.796,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 89.978,
      "rsd_ohm_um_proxy": 51.038,
      "idrive_loss_pct_proxy": 23.099,
      "ring_osc_delay_ps_proxy": 26.607,
      "bitline_rc_delay_ps_proxy": 55.998,
      "sram_read_margin_delta_mv_proxy": -11.573,
      "leakage_risk_proxy": 0.242,
      "yield_risk_proxy": 0.315,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-058",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 350,
      "anneal_time_s": 60,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.796,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 62.981,
      "rsd_ohm_um_proxy": 51.038,
      "idrive_loss_pct_proxy": 18.997,
      "ring_osc_delay_ps_proxy": 25.102,
      "bitline_rc_delay_ps_proxy": 53.29,
      "sram_read_margin_delta_mv_proxy": -8.738,
      "leakage_risk_proxy": 0.242,
      "yield_risk_proxy": 0.256,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-059",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 350,
      "anneal_time_s": 60,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.796,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 47.758,
      "rsd_ohm_um_proxy": 51.038,
      "idrive_loss_pct_proxy": 16.485,
      "ring_osc_delay_ps_proxy": 24.434,
      "bitline_rc_delay_ps_proxy": 52.05,
      "sram_read_margin_delta_mv_proxy": -7.14,
      "leakage_risk_proxy": 0.242,
      "yield_risk_proxy": 0.222,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-060",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 350,
      "anneal_time_s": 60,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.796,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 38.094,
      "rsd_ohm_um_proxy": 51.038,
      "idrive_loss_pct_proxy": 14.809,
      "ring_osc_delay_ps_proxy": 24.198,
      "bitline_rc_delay_ps_proxy": 51.562,
      "sram_read_margin_delta_mv_proxy": -6.125,
      "leakage_risk_proxy": 0.242,
      "yield_risk_proxy": 0.201,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-061",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 400,
      "anneal_time_s": 15,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.785,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 86.701,
      "rsd_ohm_um_proxy": 49.594,
      "idrive_loss_pct_proxy": 22.486,
      "ring_osc_delay_ps_proxy": 26.351,
      "bitline_rc_delay_ps_proxy": 55.546,
      "sram_read_margin_delta_mv_proxy": -11.177,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.3,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-062",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 400,
      "anneal_time_s": 15,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.785,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 60.688,
      "rsd_ohm_um_proxy": 49.594,
      "idrive_loss_pct_proxy": 18.477,
      "ring_osc_delay_ps_proxy": 24.91,
      "bitline_rc_delay_ps_proxy": 52.951,
      "sram_read_margin_delta_mv_proxy": -8.446,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.242,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-063",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 400,
      "anneal_time_s": 15,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.785,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 46.018,
      "rsd_ohm_um_proxy": 49.594,
      "idrive_loss_pct_proxy": 16.027,
      "ring_osc_delay_ps_proxy": 24.278,
      "bitline_rc_delay_ps_proxy": 51.774,
      "sram_read_margin_delta_mv_proxy": -6.905,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.21,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-064",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 400,
      "anneal_time_s": 15,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.785,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 36.707,
      "rsd_ohm_um_proxy": 49.594,
      "idrive_loss_pct_proxy": 14.395,
      "ring_osc_delay_ps_proxy": 24.065,
      "bitline_rc_delay_ps_proxy": 51.327,
      "sram_read_margin_delta_mv_proxy": -5.928,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.19,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-065",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 400,
      "anneal_time_s": 30,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.818,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 81.584,
      "rsd_ohm_um_proxy": 47.397,
      "idrive_loss_pct_proxy": 21.515,
      "ring_osc_delay_ps_proxy": 25.952,
      "bitline_rc_delay_ps_proxy": 54.843,
      "sram_read_margin_delta_mv_proxy": -10.561,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.286,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-066",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 400,
      "anneal_time_s": 30,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.818,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 57.106,
      "rsd_ohm_um_proxy": 47.397,
      "idrive_loss_pct_proxy": 17.657,
      "ring_osc_delay_ps_proxy": 24.611,
      "bitline_rc_delay_ps_proxy": 52.425,
      "sram_read_margin_delta_mv_proxy": -7.99,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.233,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-067",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 400,
      "anneal_time_s": 30,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.818,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 43.303,
      "rsd_ohm_um_proxy": 47.397,
      "idrive_loss_pct_proxy": 15.309,
      "ring_osc_delay_ps_proxy": 24.035,
      "bitline_rc_delay_ps_proxy": 51.348,
      "sram_read_margin_delta_mv_proxy": -6.541,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.202,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-068",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 400,
      "anneal_time_s": 30,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.818,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 34.54,
      "rsd_ohm_um_proxy": 47.397,
      "idrive_loss_pct_proxy": 13.748,
      "ring_osc_delay_ps_proxy": 23.858,
      "bitline_rc_delay_ps_proxy": 50.964,
      "sram_read_margin_delta_mv_proxy": -5.621,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.183,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-069",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 400,
      "anneal_time_s": 60,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.851,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 78.217,
      "rsd_ohm_um_proxy": 47.422,
      "idrive_loss_pct_proxy": 21.008,
      "ring_osc_delay_ps_proxy": 25.734,
      "bitline_rc_delay_ps_proxy": 54.457,
      "sram_read_margin_delta_mv_proxy": -10.208,
      "leakage_risk_proxy": 0.242,
      "yield_risk_proxy": 0.286,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-070",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 400,
      "anneal_time_s": 60,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.851,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 54.749,
      "rsd_ohm_um_proxy": 47.422,
      "idrive_loss_pct_proxy": 17.268,
      "ring_osc_delay_ps_proxy": 24.459,
      "bitline_rc_delay_ps_proxy": 52.155,
      "sram_read_margin_delta_mv_proxy": -7.744,
      "leakage_risk_proxy": 0.242,
      "yield_risk_proxy": 0.235,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-071",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 400,
      "anneal_time_s": 60,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.851,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 41.516,
      "rsd_ohm_um_proxy": 47.422,
      "idrive_loss_pct_proxy": 14.998,
      "ring_osc_delay_ps_proxy": 23.92,
      "bitline_rc_delay_ps_proxy": 51.144,
      "sram_read_margin_delta_mv_proxy": -6.354,
      "leakage_risk_proxy": 0.242,
      "yield_risk_proxy": 0.206,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-072",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 400,
      "anneal_time_s": 60,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.851,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 33.115,
      "rsd_ohm_um_proxy": 47.422,
      "idrive_loss_pct_proxy": 13.491,
      "ring_osc_delay_ps_proxy": 23.766,
      "bitline_rc_delay_ps_proxy": 50.801,
      "sram_read_margin_delta_mv_proxy": -5.472,
      "leakage_risk_proxy": 0.242,
      "yield_risk_proxy": 0.187,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-073",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 450,
      "anneal_time_s": 15,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.84,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 74.97,
      "rsd_ohm_um_proxy": 46.034,
      "idrive_loss_pct_proxy": 20.372,
      "ring_osc_delay_ps_proxy": 25.481,
      "bitline_rc_delay_ps_proxy": 54.012,
      "sram_read_margin_delta_mv_proxy": -9.817,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.271,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-074",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 450,
      "anneal_time_s": 15,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.84,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 52.476,
      "rsd_ohm_um_proxy": 46.034,
      "idrive_loss_pct_proxy": 16.734,
      "ring_osc_delay_ps_proxy": 24.269,
      "bitline_rc_delay_ps_proxy": 51.822,
      "sram_read_margin_delta_mv_proxy": -7.455,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.221,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-075",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 450,
      "anneal_time_s": 15,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.84,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 39.792,
      "rsd_ohm_um_proxy": 46.034,
      "idrive_loss_pct_proxy": 14.532,
      "ring_osc_delay_ps_proxy": 23.766,
      "bitline_rc_delay_ps_proxy": 50.873,
      "sram_read_margin_delta_mv_proxy": -6.123,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.193,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-076",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 450,
      "anneal_time_s": 15,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.84,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 31.74,
      "rsd_ohm_um_proxy": 46.034,
      "idrive_loss_pct_proxy": 13.073,
      "ring_osc_delay_ps_proxy": 23.635,
      "bitline_rc_delay_ps_proxy": 50.571,
      "sram_read_margin_delta_mv_proxy": -5.278,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.176,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-077",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 450,
      "anneal_time_s": 30,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.873,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 70.452,
      "rsd_ohm_um_proxy": 44.123,
      "idrive_loss_pct_proxy": 19.471,
      "ring_osc_delay_ps_proxy": 25.13,
      "bitline_rc_delay_ps_proxy": 53.393,
      "sram_read_margin_delta_mv_proxy": -9.274,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.259,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-078",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 450,
      "anneal_time_s": 30,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.873,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 49.314,
      "rsd_ohm_um_proxy": 44.123,
      "idrive_loss_pct_proxy": 15.983,
      "ring_osc_delay_ps_proxy": 24.006,
      "bitline_rc_delay_ps_proxy": 51.359,
      "sram_read_margin_delta_mv_proxy": -7.054,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.213,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-079",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 450,
      "anneal_time_s": 30,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.873,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 37.394,
      "rsd_ohm_um_proxy": 44.123,
      "idrive_loss_pct_proxy": 13.879,
      "ring_osc_delay_ps_proxy": 23.553,
      "bitline_rc_delay_ps_proxy": 50.498,
      "sram_read_margin_delta_mv_proxy": -5.803,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.187,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-080",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 450,
      "anneal_time_s": 30,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.873,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 29.828,
      "rsd_ohm_um_proxy": 44.123,
      "idrive_loss_pct_proxy": 12.488,
      "ring_osc_delay_ps_proxy": 23.454,
      "bitline_rc_delay_ps_proxy": 50.252,
      "sram_read_margin_delta_mv_proxy": -5.008,
      "leakage_risk_proxy": 0.197,
      "yield_risk_proxy": 0.17,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-081",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 450,
      "anneal_time_s": 60,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.906,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 67.566,
      "rsd_ohm_um_proxy": 44.265,
      "idrive_loss_pct_proxy": 19.026,
      "ring_osc_delay_ps_proxy": 24.947,
      "bitline_rc_delay_ps_proxy": 53.068,
      "sram_read_margin_delta_mv_proxy": -8.976,
      "leakage_risk_proxy": 0.242,
      "yield_risk_proxy": 0.26,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-082",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 450,
      "anneal_time_s": 60,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.906,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 47.294,
      "rsd_ohm_um_proxy": 44.265,
      "idrive_loss_pct_proxy": 15.649,
      "ring_osc_delay_ps_proxy": 23.879,
      "bitline_rc_delay_ps_proxy": 51.134,
      "sram_read_margin_delta_mv_proxy": -6.847,
      "leakage_risk_proxy": 0.242,
      "yield_risk_proxy": 0.216,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-083",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 450,
      "anneal_time_s": 60,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.906,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 35.862,
      "rsd_ohm_um_proxy": 44.265,
      "idrive_loss_pct_proxy": 13.618,
      "ring_osc_delay_ps_proxy": 23.457,
      "bitline_rc_delay_ps_proxy": 50.329,
      "sram_read_margin_delta_mv_proxy": -5.647,
      "leakage_risk_proxy": 0.242,
      "yield_risk_proxy": 0.191,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-084",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 450,
      "anneal_time_s": 60,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.906,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 28.606,
      "rsd_ohm_um_proxy": 44.265,
      "idrive_loss_pct_proxy": 12.277,
      "ring_osc_delay_ps_proxy": 23.379,
      "bitline_rc_delay_ps_proxy": 50.119,
      "sram_read_margin_delta_mv_proxy": -4.885,
      "leakage_risk_proxy": 0.242,
      "yield_risk_proxy": 0.175,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-085",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 500,
      "anneal_time_s": 15,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.895,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 78.889,
      "rsd_ohm_um_proxy": 46.796,
      "idrive_loss_pct_proxy": 21.049,
      "ring_osc_delay_ps_proxy": 25.759,
      "bitline_rc_delay_ps_proxy": 54.502,
      "sram_read_margin_delta_mv_proxy": -10.256,
      "leakage_risk_proxy": 0.375,
      "yield_risk_proxy": 0.309,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-086",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 500,
      "anneal_time_s": 15,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.895,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 55.22,
      "rsd_ohm_um_proxy": 46.796,
      "idrive_loss_pct_proxy": 17.278,
      "ring_osc_delay_ps_proxy": 24.47,
      "bitline_rc_delay_ps_proxy": 52.177,
      "sram_read_margin_delta_mv_proxy": -7.771,
      "leakage_risk_proxy": 0.375,
      "yield_risk_proxy": 0.257,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-087",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 500,
      "anneal_time_s": 15,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.895,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 41.872,
      "rsd_ohm_um_proxy": 46.796,
      "idrive_loss_pct_proxy": 14.989,
      "ring_osc_delay_ps_proxy": 23.924,
      "bitline_rc_delay_ps_proxy": 51.152,
      "sram_read_margin_delta_mv_proxy": -6.369,
      "leakage_risk_proxy": 0.375,
      "yield_risk_proxy": 0.227,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-088",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 500,
      "anneal_time_s": 15,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.895,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 33.4,
      "rsd_ohm_um_proxy": 46.796,
      "idrive_loss_pct_proxy": 13.469,
      "ring_osc_delay_ps_proxy": 23.766,
      "bitline_rc_delay_ps_proxy": 50.802,
      "sram_read_margin_delta_mv_proxy": -5.48,
      "leakage_risk_proxy": 0.375,
      "yield_risk_proxy": 0.209,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-089",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 500,
      "anneal_time_s": 30,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.928,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 74.5,
      "rsd_ohm_um_proxy": 44.968,
      "idrive_loss_pct_proxy": 20.191,
      "ring_osc_delay_ps_proxy": 25.419,
      "bitline_rc_delay_ps_proxy": 53.902,
      "sram_read_margin_delta_mv_proxy": -9.729,
      "leakage_risk_proxy": 0.375,
      "yield_risk_proxy": 0.298,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-090",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 500,
      "anneal_time_s": 30,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.928,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 52.147,
      "rsd_ohm_um_proxy": 44.968,
      "idrive_loss_pct_proxy": 16.561,
      "ring_osc_delay_ps_proxy": 24.216,
      "bitline_rc_delay_ps_proxy": 51.728,
      "sram_read_margin_delta_mv_proxy": -7.382,
      "leakage_risk_proxy": 0.375,
      "yield_risk_proxy": 0.248,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-091",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 500,
      "anneal_time_s": 30,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.928,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 39.542,
      "rsd_ohm_um_proxy": 44.968,
      "idrive_loss_pct_proxy": 14.364,
      "ring_osc_delay_ps_proxy": 23.718,
      "bitline_rc_delay_ps_proxy": 50.789,
      "sram_read_margin_delta_mv_proxy": -6.059,
      "leakage_risk_proxy": 0.375,
      "yield_risk_proxy": 0.221,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-092",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 500,
      "anneal_time_s": 30,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.928,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 31.541,
      "rsd_ohm_um_proxy": 44.968,
      "idrive_loss_pct_proxy": 12.909,
      "ring_osc_delay_ps_proxy": 23.59,
      "bitline_rc_delay_ps_proxy": 50.493,
      "sram_read_margin_delta_mv_proxy": -5.219,
      "leakage_risk_proxy": 0.375,
      "yield_risk_proxy": 0.203,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-093",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 500,
      "anneal_time_s": 60,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.961,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 71.662,
      "rsd_ohm_um_proxy": 45.059,
      "idrive_loss_pct_proxy": 19.757,
      "ring_osc_delay_ps_proxy": 25.237,
      "bitline_rc_delay_ps_proxy": 53.581,
      "sram_read_margin_delta_mv_proxy": -9.435,
      "leakage_risk_proxy": 0.42,
      "yield_risk_proxy": 0.299,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-094",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 500,
      "anneal_time_s": 60,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.961,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 50.161,
      "rsd_ohm_um_proxy": 45.059,
      "idrive_loss_pct_proxy": 16.232,
      "ring_osc_delay_ps_proxy": 24.089,
      "bitline_rc_delay_ps_proxy": 51.505,
      "sram_read_margin_delta_mv_proxy": -7.177,
      "leakage_risk_proxy": 0.42,
      "yield_risk_proxy": 0.251,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-095",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 500,
      "anneal_time_s": 60,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.961,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 38.036,
      "rsd_ohm_um_proxy": 45.059,
      "idrive_loss_pct_proxy": 14.105,
      "ring_osc_delay_ps_proxy": 23.623,
      "bitline_rc_delay_ps_proxy": 50.621,
      "sram_read_margin_delta_mv_proxy": -5.904,
      "leakage_risk_proxy": 0.42,
      "yield_risk_proxy": 0.225,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-096",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "hf_last",
      "silicide_anneal_c": 500,
      "anneal_time_s": 60,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.961,
      "residue_removal_score_proxy": 0.78,
      "oxide_caution_proxy": 0.24,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 30.34,
      "rsd_ohm_um_proxy": 45.059,
      "idrive_loss_pct_proxy": 12.697,
      "ring_osc_delay_ps_proxy": 23.515,
      "bitline_rc_delay_ps_proxy": 50.359,
      "sram_read_margin_delta_mv_proxy": -5.096,
      "leakage_risk_proxy": 0.42,
      "yield_risk_proxy": 0.208,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-097",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 350,
      "anneal_time_s": 15,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.73,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 125.293,
      "rsd_ohm_um_proxy": 53.719,
      "idrive_loss_pct_proxy": 28.097,
      "ring_osc_delay_ps_proxy": 28.983,
      "bitline_rc_delay_ps_proxy": 60.198,
      "sram_read_margin_delta_mv_proxy": -15.834,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.396,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-098",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 350,
      "anneal_time_s": 15,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.73,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 87.701,
      "rsd_ohm_um_proxy": 53.719,
      "idrive_loss_pct_proxy": 23.022,
      "ring_osc_delay_ps_proxy": 26.789,
      "bitline_rc_delay_ps_proxy": 56.272,
      "sram_read_margin_delta_mv_proxy": -11.886,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.313,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-099",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 350,
      "anneal_time_s": 15,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.73,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 66.502,
      "rsd_ohm_um_proxy": 53.719,
      "idrive_loss_pct_proxy": 19.831,
      "ring_osc_delay_ps_proxy": 25.733,
      "bitline_rc_delay_ps_proxy": 54.345,
      "sram_read_margin_delta_mv_proxy": -9.661,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.267,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-100",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 350,
      "anneal_time_s": 15,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.73,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 53.046,
      "rsd_ohm_um_proxy": 53.719,
      "idrive_loss_pct_proxy": 17.665,
      "ring_osc_delay_ps_proxy": 25.251,
      "bitline_rc_delay_ps_proxy": 53.421,
      "sram_read_margin_delta_mv_proxy": -8.248,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.237,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-101",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 350,
      "anneal_time_s": 30,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.763,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 117.956,
      "rsd_ohm_um_proxy": 51.169,
      "idrive_loss_pct_proxy": 26.944,
      "ring_osc_delay_ps_proxy": 28.429,
      "bitline_rc_delay_ps_proxy": 59.222,
      "sram_read_margin_delta_mv_proxy": -14.971,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.378,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-102",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 350,
      "anneal_time_s": 30,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.763,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 82.565,
      "rsd_ohm_um_proxy": 51.169,
      "idrive_loss_pct_proxy": 22.027,
      "ring_osc_delay_ps_proxy": 26.379,
      "bitline_rc_delay_ps_proxy": 55.549,
      "sram_read_margin_delta_mv_proxy": -11.255,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.3,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-103",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 350,
      "anneal_time_s": 30,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.763,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 62.608,
      "rsd_ohm_um_proxy": 51.169,
      "idrive_loss_pct_proxy": 18.951,
      "ring_osc_delay_ps_proxy": 25.403,
      "bitline_rc_delay_ps_proxy": 53.764,
      "sram_read_margin_delta_mv_proxy": -9.16,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.256,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-104",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 350,
      "anneal_time_s": 30,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.763,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 49.939,
      "rsd_ohm_um_proxy": 51.169,
      "idrive_loss_pct_proxy": 16.869,
      "ring_osc_delay_ps_proxy": 24.972,
      "bitline_rc_delay_ps_proxy": 52.931,
      "sram_read_margin_delta_mv_proxy": -7.83,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.228,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-105",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 350,
      "anneal_time_s": 60,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.796,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 112.996,
      "rsd_ohm_um_proxy": 51.038,
      "idrive_loss_pct_proxy": 26.282,
      "ring_osc_delay_ps_proxy": 28.103,
      "bitline_rc_delay_ps_proxy": 58.645,
      "sram_read_margin_delta_mv_proxy": -14.446,
      "leakage_risk_proxy": 0.363,
      "yield_risk_proxy": 0.374,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-106",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 350,
      "anneal_time_s": 60,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.796,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 79.093,
      "rsd_ohm_um_proxy": 51.038,
      "idrive_loss_pct_proxy": 21.496,
      "ring_osc_delay_ps_proxy": 26.149,
      "bitline_rc_delay_ps_proxy": 55.143,
      "sram_read_margin_delta_mv_proxy": -10.886,
      "leakage_risk_proxy": 0.363,
      "yield_risk_proxy": 0.299,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-107",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 350,
      "anneal_time_s": 60,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.796,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 59.975,
      "rsd_ohm_um_proxy": 51.038,
      "idrive_loss_pct_proxy": 18.513,
      "ring_osc_delay_ps_proxy": 25.228,
      "bitline_rc_delay_ps_proxy": 53.455,
      "sram_read_margin_delta_mv_proxy": -8.879,
      "leakage_risk_proxy": 0.363,
      "yield_risk_proxy": 0.257,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-108",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 350,
      "anneal_time_s": 60,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.796,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 47.839,
      "rsd_ohm_um_proxy": 51.038,
      "idrive_loss_pct_proxy": 16.499,
      "ring_osc_delay_ps_proxy": 24.832,
      "bitline_rc_delay_ps_proxy": 52.683,
      "sram_read_margin_delta_mv_proxy": -7.604,
      "leakage_risk_proxy": 0.363,
      "yield_risk_proxy": 0.231,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-109",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 400,
      "anneal_time_s": 15,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.785,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 108.88,
      "rsd_ohm_um_proxy": 49.594,
      "idrive_loss_pct_proxy": 25.606,
      "ring_osc_delay_ps_proxy": 27.792,
      "bitline_rc_delay_ps_proxy": 58.096,
      "sram_read_margin_delta_mv_proxy": -13.962,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.357,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-110",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 400,
      "anneal_time_s": 15,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.785,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 76.212,
      "rsd_ohm_um_proxy": 49.594,
      "idrive_loss_pct_proxy": 20.918,
      "ring_osc_delay_ps_proxy": 25.919,
      "bitline_rc_delay_ps_proxy": 54.737,
      "sram_read_margin_delta_mv_proxy": -10.532,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.285,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-111",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 400,
      "anneal_time_s": 15,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.785,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 57.791,
      "rsd_ohm_um_proxy": 49.594,
      "idrive_loss_pct_proxy": 18.004,
      "ring_osc_delay_ps_proxy": 25.043,
      "bitline_rc_delay_ps_proxy": 53.128,
      "sram_read_margin_delta_mv_proxy": -8.597,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.244,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-112",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 400,
      "anneal_time_s": 15,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.785,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 46.097,
      "rsd_ohm_um_proxy": 49.594,
      "idrive_loss_pct_proxy": 16.041,
      "ring_osc_delay_ps_proxy": 24.675,
      "bitline_rc_delay_ps_proxy": 52.407,
      "sram_read_margin_delta_mv_proxy": -7.37,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.218,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-113",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 400,
      "anneal_time_s": 30,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.818,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 102.454,
      "rsd_ohm_um_proxy": 47.397,
      "idrive_loss_pct_proxy": 24.53,
      "ring_osc_delay_ps_proxy": 27.309,
      "bitline_rc_delay_ps_proxy": 57.243,
      "sram_read_margin_delta_mv_proxy": -13.208,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.341,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-114",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 400,
      "anneal_time_s": 30,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.818,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 71.715,
      "rsd_ohm_um_proxy": 47.397,
      "idrive_loss_pct_proxy": 20.004,
      "ring_osc_delay_ps_proxy": 25.561,
      "bitline_rc_delay_ps_proxy": 54.105,
      "sram_read_margin_delta_mv_proxy": -9.98,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.273,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-115",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 400,
      "anneal_time_s": 30,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.818,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 54.38,
      "rsd_ohm_um_proxy": 47.397,
      "idrive_loss_pct_proxy": 17.203,
      "ring_osc_delay_ps_proxy": 24.755,
      "bitline_rc_delay_ps_proxy": 52.622,
      "sram_read_margin_delta_mv_proxy": -8.16,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.235,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-116",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 400,
      "anneal_time_s": 30,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.818,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 43.376,
      "rsd_ohm_um_proxy": 47.397,
      "idrive_loss_pct_proxy": 15.322,
      "ring_osc_delay_ps_proxy": 24.433,
      "bitline_rc_delay_ps_proxy": 51.98,
      "sram_read_margin_delta_mv_proxy": -7.005,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.211,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-117",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 400,
      "anneal_time_s": 60,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.851,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 98.226,
      "rsd_ohm_um_proxy": 47.422,
      "idrive_loss_pct_proxy": 23.94,
      "ring_osc_delay_ps_proxy": 27.035,
      "bitline_rc_delay_ps_proxy": 56.758,
      "sram_read_margin_delta_mv_proxy": -12.765,
      "leakage_risk_proxy": 0.363,
      "yield_risk_proxy": 0.339,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-118",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 400,
      "anneal_time_s": 60,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.851,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 68.755,
      "rsd_ohm_um_proxy": 47.422,
      "idrive_loss_pct_proxy": 19.541,
      "ring_osc_delay_ps_proxy": 25.369,
      "bitline_rc_delay_ps_proxy": 53.766,
      "sram_read_margin_delta_mv_proxy": -9.67,
      "leakage_risk_proxy": 0.363,
      "yield_risk_proxy": 0.274,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-119",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 400,
      "anneal_time_s": 60,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.851,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 52.136,
      "rsd_ohm_um_proxy": 47.422,
      "idrive_loss_pct_proxy": 16.829,
      "ring_osc_delay_ps_proxy": 24.61,
      "bitline_rc_delay_ps_proxy": 52.365,
      "sram_read_margin_delta_mv_proxy": -7.925,
      "leakage_risk_proxy": 0.363,
      "yield_risk_proxy": 0.237,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-120",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 400,
      "anneal_time_s": 60,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.851,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 41.586,
      "rsd_ohm_um_proxy": 47.422,
      "idrive_loss_pct_proxy": 15.01,
      "ring_osc_delay_ps_proxy": 24.317,
      "bitline_rc_delay_ps_proxy": 51.776,
      "sram_read_margin_delta_mv_proxy": -6.818,
      "leakage_risk_proxy": 0.363,
      "yield_risk_proxy": 0.214,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-121",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 450,
      "anneal_time_s": 15,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.84,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 94.148,
      "rsd_ohm_um_proxy": 46.034,
      "idrive_loss_pct_proxy": 23.231,
      "ring_osc_delay_ps_proxy": 26.728,
      "bitline_rc_delay_ps_proxy": 56.217,
      "sram_read_margin_delta_mv_proxy": -12.287,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.321,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-122",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 450,
      "anneal_time_s": 15,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.84,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 65.9,
      "rsd_ohm_um_proxy": 46.034,
      "idrive_loss_pct_proxy": 18.944,
      "ring_osc_delay_ps_proxy": 25.142,
      "bitline_rc_delay_ps_proxy": 53.365,
      "sram_read_margin_delta_mv_proxy": -9.321,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.259,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-123",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 450,
      "anneal_time_s": 15,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.84,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 49.971,
      "rsd_ohm_um_proxy": 46.034,
      "idrive_loss_pct_proxy": 16.308,
      "ring_osc_delay_ps_proxy": 24.428,
      "bitline_rc_delay_ps_proxy": 52.044,
      "sram_read_margin_delta_mv_proxy": -7.648,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.224,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-124",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 450,
      "anneal_time_s": 15,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.84,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 39.86,
      "rsd_ohm_um_proxy": 46.034,
      "idrive_loss_pct_proxy": 14.544,
      "ring_osc_delay_ps_proxy": 24.163,
      "bitline_rc_delay_ps_proxy": 51.505,
      "sram_read_margin_delta_mv_proxy": -6.586,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.202,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-125",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 450,
      "anneal_time_s": 30,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.873,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 88.475,
      "rsd_ohm_um_proxy": 44.123,
      "idrive_loss_pct_proxy": 22.224,
      "ring_osc_delay_ps_proxy": 26.302,
      "bitline_rc_delay_ps_proxy": 55.465,
      "sram_read_margin_delta_mv_proxy": -11.622,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.307,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-126",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 450,
      "anneal_time_s": 30,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.873,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 61.929,
      "rsd_ohm_um_proxy": 44.123,
      "idrive_loss_pct_proxy": 18.1,
      "ring_osc_delay_ps_proxy": 24.826,
      "bitline_rc_delay_ps_proxy": 52.809,
      "sram_read_margin_delta_mv_proxy": -8.835,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.249,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-127",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 450,
      "anneal_time_s": 30,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.873,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 46.96,
      "rsd_ohm_um_proxy": 44.123,
      "idrive_loss_pct_proxy": 15.575,
      "ring_osc_delay_ps_proxy": 24.175,
      "bitline_rc_delay_ps_proxy": 51.598,
      "sram_read_margin_delta_mv_proxy": -7.263,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.216,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-128",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 450,
      "anneal_time_s": 30,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.873,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 37.458,
      "rsd_ohm_um_proxy": 44.123,
      "idrive_loss_pct_proxy": 13.891,
      "ring_osc_delay_ps_proxy": 23.95,
      "bitline_rc_delay_ps_proxy": 51.129,
      "sram_read_margin_delta_mv_proxy": -6.266,
      "leakage_risk_proxy": 0.318,
      "yield_risk_proxy": 0.195,
      "decision_bucket": "balanced teaching candidate",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-129",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 450,
      "anneal_time_s": 60,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.906,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 84.851,
      "rsd_ohm_um_proxy": 44.265,
      "idrive_loss_pct_proxy": 21.699,
      "ring_osc_delay_ps_proxy": 26.071,
      "bitline_rc_delay_ps_proxy": 55.056,
      "sram_read_margin_delta_mv_proxy": -11.247,
      "leakage_risk_proxy": 0.363,
      "yield_risk_proxy": 0.307,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-130",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 450,
      "anneal_time_s": 60,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.906,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 59.392,
      "rsd_ohm_um_proxy": 44.265,
      "idrive_loss_pct_proxy": 17.698,
      "ring_osc_delay_ps_proxy": 24.666,
      "bitline_rc_delay_ps_proxy": 52.525,
      "sram_read_margin_delta_mv_proxy": -8.574,
      "leakage_risk_proxy": 0.363,
      "yield_risk_proxy": 0.251,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-131",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 450,
      "anneal_time_s": 60,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.906,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 45.036,
      "rsd_ohm_um_proxy": 44.265,
      "idrive_loss_pct_proxy": 15.256,
      "ring_osc_delay_ps_proxy": 24.054,
      "bitline_rc_delay_ps_proxy": 51.384,
      "sram_read_margin_delta_mv_proxy": -7.066,
      "leakage_risk_proxy": 0.363,
      "yield_risk_proxy": 0.219,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-132",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 450,
      "anneal_time_s": 60,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.906,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 35.923,
      "rsd_ohm_um_proxy": 44.265,
      "idrive_loss_pct_proxy": 13.629,
      "ring_osc_delay_ps_proxy": 23.854,
      "bitline_rc_delay_ps_proxy": 50.96,
      "sram_read_margin_delta_mv_proxy": -6.109,
      "leakage_risk_proxy": 0.363,
      "yield_risk_proxy": 0.199,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-133",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 500,
      "anneal_time_s": 15,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.895,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 99.07,
      "rsd_ohm_um_proxy": 46.796,
      "idrive_loss_pct_proxy": 24.002,
      "ring_osc_delay_ps_proxy": 27.071,
      "bitline_rc_delay_ps_proxy": 56.823,
      "sram_read_margin_delta_mv_proxy": -12.831,
      "leakage_risk_proxy": 0.497,
      "yield_risk_proxy": 0.361,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-134",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 500,
      "anneal_time_s": 15,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.895,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 69.346,
      "rsd_ohm_um_proxy": 46.796,
      "idrive_loss_pct_proxy": 19.57,
      "ring_osc_delay_ps_proxy": 25.389,
      "bitline_rc_delay_ps_proxy": 53.801,
      "sram_read_margin_delta_mv_proxy": -9.71,
      "leakage_risk_proxy": 0.497,
      "yield_risk_proxy": 0.296,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-135",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 500,
      "anneal_time_s": 15,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.895,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 52.584,
      "rsd_ohm_um_proxy": 46.796,
      "idrive_loss_pct_proxy": 16.836,
      "ring_osc_delay_ps_proxy": 24.62,
      "bitline_rc_delay_ps_proxy": 52.384,
      "sram_read_margin_delta_mv_proxy": -7.95,
      "leakage_risk_proxy": 0.497,
      "yield_risk_proxy": 0.259,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-136",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 500,
      "anneal_time_s": 15,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.895,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 41.944,
      "rsd_ohm_um_proxy": 46.796,
      "idrive_loss_pct_proxy": 15.001,
      "ring_osc_delay_ps_proxy": 24.321,
      "bitline_rc_delay_ps_proxy": 51.784,
      "sram_read_margin_delta_mv_proxy": -6.833,
      "leakage_risk_proxy": 0.497,
      "yield_risk_proxy": 0.236,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-137",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 500,
      "anneal_time_s": 30,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.928,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 93.558,
      "rsd_ohm_um_proxy": 44.968,
      "idrive_loss_pct_proxy": 23.046,
      "ring_osc_delay_ps_proxy": 26.658,
      "bitline_rc_delay_ps_proxy": 56.094,
      "sram_read_margin_delta_mv_proxy": -12.186,
      "leakage_risk_proxy": 0.497,
      "yield_risk_proxy": 0.348,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-138",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 500,
      "anneal_time_s": 30,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.928,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 65.487,
      "rsd_ohm_um_proxy": 44.968,
      "idrive_loss_pct_proxy": 18.766,
      "ring_osc_delay_ps_proxy": 25.083,
      "bitline_rc_delay_ps_proxy": 53.263,
      "sram_read_margin_delta_mv_proxy": -9.239,
      "leakage_risk_proxy": 0.497,
      "yield_risk_proxy": 0.286,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-139",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 500,
      "anneal_time_s": 30,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.928,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 49.658,
      "rsd_ohm_um_proxy": 44.968,
      "idrive_loss_pct_proxy": 16.136,
      "ring_osc_delay_ps_proxy": 24.375,
      "bitline_rc_delay_ps_proxy": 51.952,
      "sram_read_margin_delta_mv_proxy": -7.577,
      "leakage_risk_proxy": 0.497,
      "yield_risk_proxy": 0.251,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-140",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 500,
      "anneal_time_s": 30,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.928,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 39.61,
      "rsd_ohm_um_proxy": 44.968,
      "idrive_loss_pct_proxy": 14.376,
      "ring_osc_delay_ps_proxy": 24.115,
      "bitline_rc_delay_ps_proxy": 51.421,
      "sram_read_margin_delta_mv_proxy": -6.522,
      "leakage_risk_proxy": 0.497,
      "yield_risk_proxy": 0.229,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-141",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 500,
      "anneal_time_s": 60,
      "contact_area_nm2": 900,
      "activation_norm_proxy": 0.961,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 0.738,
      "contact_resistance_ohm_um_proxy": 89.995,
      "rsd_ohm_um_proxy": 45.059,
      "idrive_loss_pct_proxy": 22.537,
      "ring_osc_delay_ps_proxy": 26.429,
      "bitline_rc_delay_ps_proxy": 55.689,
      "sram_read_margin_delta_mv_proxy": -11.816,
      "leakage_risk_proxy": 0.542,
      "yield_risk_proxy": 0.347,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-142",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 500,
      "anneal_time_s": 60,
      "contact_area_nm2": 1600,
      "activation_norm_proxy": 0.961,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.032,
      "contact_resistance_ohm_um_proxy": 62.993,
      "rsd_ohm_um_proxy": 45.059,
      "idrive_loss_pct_proxy": 18.372,
      "ring_osc_delay_ps_proxy": 24.924,
      "bitline_rc_delay_ps_proxy": 52.98,
      "sram_read_margin_delta_mv_proxy": -8.98,
      "leakage_risk_proxy": 0.542,
      "yield_risk_proxy": 0.288,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-143",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 500,
      "anneal_time_s": 60,
      "contact_area_nm2": 2500,
      "activation_norm_proxy": 0.961,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.41,
      "contact_resistance_ohm_um_proxy": 47.767,
      "rsd_ohm_um_proxy": 45.059,
      "idrive_loss_pct_proxy": 15.821,
      "ring_osc_delay_ps_proxy": 24.255,
      "bitline_rc_delay_ps_proxy": 51.74,
      "sram_read_margin_delta_mv_proxy": -7.382,
      "leakage_risk_proxy": 0.542,
      "yield_risk_proxy": 0.254,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    },
    {
      "lab_id": "CTC-144",
      "chain_id": "SA-PROC-CHAIN-CONTACT-001",
      "surface_prep": "uv_ozone_assist",
      "silicide_anneal_c": 500,
      "anneal_time_s": 60,
      "contact_area_nm2": 3600,
      "activation_norm_proxy": 0.961,
      "residue_removal_score_proxy": 0.92,
      "oxide_caution_proxy": 0.62,
      "contact_cap_ff_proxy": 1.872,
      "contact_resistance_ohm_um_proxy": 38.101,
      "rsd_ohm_um_proxy": 45.059,
      "idrive_loss_pct_proxy": 14.116,
      "ring_osc_delay_ps_proxy": 24.02,
      "bitline_rc_delay_ps_proxy": 51.252,
      "sram_read_margin_delta_mv_proxy": -6.367,
      "leakage_risk_proxy": 0.542,
      "yield_risk_proxy": 0.233,
      "decision_bucket": "delay/leakage tradeoff visible",
      "model_boundary": "original SemiAgora teaching proxy; replace with TLM, sheet-R, Id-Vg, RO, or SRAM data before technical claims"
    }
  ],
  "summary": [
    {
      "surface_prep": "standard_clean",
      "rows": 48,
      "mean_contact_resistance_ohm_um_proxy": 62.252,
      "min_ring_osc_delay_ps_proxy": 23.681,
      "max_bitline_rc_delay_ps_proxy": 59.131,
      "mean_yield_risk_proxy": 0.271
    },
    {
      "surface_prep": "hf_last",
      "rows": 48,
      "mean_contact_resistance_ohm_um_proxy": 53.537,
      "min_ring_osc_delay_ps_proxy": 23.379,
      "max_bitline_rc_delay_ps_proxy": 57.263,
      "mean_yield_risk_proxy": 0.235
    },
    {
      "surface_prep": "uv_ozone_assist",
      "rows": 48,
      "mean_contact_resistance_ohm_um_proxy": 67.232,
      "min_ring_osc_delay_ps_proxy": 23.854,
      "max_bitline_rc_delay_ps_proxy": 60.198,
      "mean_yield_risk_proxy": 0.273
    }
  ],
  "methods": [
    "Generate a factorial teaching sweep over surface preparation, silicide anneal temperature, anneal time, and contact area.",
    "Map those knobs into activation, surface, silicide, and contact-area proxy terms; then calculate Rc/Rsd and delay proxies deterministically.",
    "Expose measured replacement slots so TLM, sheet resistance, Id-Vg, ring oscillator, or SRAM bitline data can replace proxy columns later."
  ],
  "limitations": [
    "The values are original educational proxies, not calibrated contact models.",
    "The sweep does not include material stack, local layout, contact geometry, self-heating, variability, electromigration, or product qualification.",
    "UV ozone appears here only as surface-state vocabulary; it is not a contact-module recommendation.",
    "The browser filters saved rows and does not run SPICE, TCAD, equipment, or process optimization."
  ],
  "evidence": [
    "CSV row count and deterministic generator are stored with the experiment.",
    "Source spine anchors contact resistance, metrology uncertainty, DTCO vocabulary, and surface-treatment context.",
    "Measured replacement slots are named explicitly before any technical claim is made."
  ],
  "sources": [
    {
      "label": "NIST metrology and process-control uncertainty",
      "url": "https://www.nist.gov/publications/metrology-and-process-control-dealing-measurement-uncertainty",
      "use": "Anchors why inline measurements and uncertainty must be kept attached when process conditions change."
    },
    {
      "label": "TSMC design-technology co-optimization",
      "url": "https://www.tsmc.com/english/news-events/blog-article-20220615",
      "use": "Anchors the process, device, and design co-optimization vocabulary used for downstream handoffs."
    },
    {
      "label": "imec contact resistance challenge",
      "url": "https://www.imec-int.com/en/imec-magazine/imec-magazine-april-2019/solving-the-contact-resistance-challenge-for-7nm-and-beyond-cmos",
      "use": "Anchors contact resistance as a scaling limiter that belongs in device and circuit consequence chains."
    },
    {
      "label": "ALD on MoS2 with ozone or water oxidant",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC4134179/",
      "use": "Anchors ozone as a surface/ALD nucleation teaching topic while preserving material and process boundaries."
    },
    {
      "label": "UV ozone pretreatment for ALD nucleation",
      "url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC8911297/",
      "use": "Anchors surface pretreatment, nucleation, and film-continuity vocabulary for future chain replacements."
    },
    {
      "label": "FinFET stress-engineering review",
      "url": "https://www.mdpi.com/2079-9292/14/11/2099",
      "use": "Anchors stress, mobility, and device-performance coupling for future process-to-device chains."
    },
    {
      "label": "GAA nanosheet transistor review",
      "url": "https://www.mdpi.com/2079-9292/11/21/3589",
      "use": "Anchors gate-all-around geometry, electrostatics, and capacitance vocabulary for future chains."
    },
    {
      "label": "Hybrid bonding review",
      "url": "https://www.mdpi.com/2072-666X/13/4/537",
      "use": "Anchors bonding-surface and package-integration evidence for post-fab chain candidates."
    }
  ],
  "public_boundary": [
    "Precomputed educational data only.",
    "No live server solver execution.",
    "No process recipe, gas-ratio recommendation, equipment-control instruction, or endpoint-control workflow.",
    "No PDK, NDA, proprietary, or paid source text is redistributed.",
    "No measured-silicon, qualification, yield-release, or signoff claim."
  ]
}