| Category | Samples | Direct Mean | Proxy Mean | Delta Mean | Delta p95 | Share Extra |
|---|---|---|---|---|---|---|
| prompt_injection | 2109 | 4104.47 | 6329.51 | 2225.04 | 15813.15 | 10.53% |
| Data Security Harm | 374 | 3187.02 | 10924.37 | 7737.35 | 16313.60 | 6.50% |
| Disruptive Attack | 200 | 4413.10 | 18680.50 | 14267.40 | 16058.24 | 6.41% |
| Stealthy Attack | 200 | 4414.06 | 18481.52 | 14067.46 | 16104.67 | 6.32% |
| Financial Harm | 306 | 3090.55 | 10258.51 | 7167.96 | 16906.77 | 4.92% |
| Physical Harm | 340 | 3081.14 | 8928.22 | 5847.09 | 16598.63 | 4.46% |
| copyright | 100 | 3592.00 | 19009.32 | 15417.32 | 16532.02 | 3.46% |
| hte | 100 | 5496.60 | 18599.14 | 13102.54 | 14495.03 | 2.94% |
| iwp | 100 | 5694.31 | 18731.40 | 13037.09 | 14067.68 | 2.93% |
| ncr | 100 | 5579.23 | 18614.88 | 13035.65 | 14742.68 | 2.93% |
| ssh | 100 | 5742.93 | 18697.02 | 12954.09 | 14452.42 | 2.91% |
| cse | 100 | 5283.98 | 18235.86 | 12951.88 | 14954.57 | 2.91% |
| dfm | 100 | 5338.09 | 18279.05 | 12940.96 | 15017.11 | 2.90% |
| ipv | 100 | 5558.37 | 18459.04 | 12900.67 | 14519.74 | 2.90% |
| vcr | 100 | 5812.85 | 18669.92 | 12857.07 | 14269.42 | 2.89% |
| sxc_prn | 100 | 5763.68 | 18503.01 | 12739.33 | 14243.34 | 2.86% |
| src | 100 | 5804.96 | 18294.98 | 12490.01 | 14144.63 | 2.80% |
| prv | 100 | 5477.01 | 17926.39 | 12449.38 | 15230.83 | 2.79% |
| cybercrime_intrusion | 67 | 4038.37 | 18496.04 | 14457.67 | 16031.53 | 2.17% |
| misinformation_disinformation | 65 | 4054.17 | 18849.79 | 14795.63 | 15636.36 | 2.16% |
| Category | Subcategory | Samples | Delta Mean | Delta p95 | Share Extra |
|---|---|---|---|---|---|
| prompt_injection | none | 2000 | 2367.78 | 15847.54 | 10.63% |
| Data Security Harm | dh_base | 187 | 15437.60 | 16433.90 | 6.48% |
| Financial Harm | dh_base | 153 | 14269.96 | 17080.29 | 4.90% |
| Physical Harm | dh_base | 170 | 11620.65 | 16827.11 | 4.43% |
| copyright | copyright | 100 | 15417.32 | 16532.02 | 3.46% |
| illegal | standard | 58 | 14392.12 | 16052.58 | 1.87% |
| ncr | unskilled | 50 | 13527.88 | 14797.49 | 1.52% |
| prv | skilled | 50 | 13325.39 | 15602.85 | 1.50% |
| dfm | unskilled | 50 | 13316.37 | 15222.78 | 1.49% |
| iwp | skilled | 50 | 13316.01 | 15636.41 | 1.49% |
| hte | skilled | 50 | 13192.79 | 14577.11 | 1.48% |
| ipv | unskilled | 50 | 13147.52 | 14253.55 | 1.48% |
| vcr | skilled | 50 | 13104.96 | 14352.93 | 1.47% |
| cse | unskilled | 50 | 13057.65 | 14105.48 | 1.47% |
| ssh | skilled | 50 | 13020.85 | 14961.41 | 1.46% |
| hte | unskilled | 50 | 13012.29 | 14433.11 | 1.46% |
| sxc_prn | skilled | 50 | 13011.81 | 14840.70 | 1.46% |
| src | skilled | 50 | 12932.91 | 14388.34 | 1.45% |
| ssh | unskilled | 50 | 12887.33 | 14296.41 | 1.45% |
| cse | skilled | 50 | 12846.11 | 15414.28 | 1.44% |
| iwp | unskilled | 50 | 12758.17 | 13630.56 | 1.43% |
| ipv | skilled | 50 | 12653.82 | 14531.32 | 1.42% |
| vcr | unskilled | 50 | 12609.18 | 13834.76 | 1.42% |
| dfm | skilled | 50 | 12565.55 | 14654.79 | 1.41% |
| ncr | skilled | 50 | 12543.42 | 14339.78 | 1.41% |
| sxc_prn | unskilled | 50 | 12466.84 | 14118.14 | 1.40% |
| src | unskilled | 50 | 12047.12 | 13727.71 | 1.35% |
| cybercrime_intrusion | standard | 40 | 14529.11 | 16129.34 | 1.30% |
| prv | unskilled | 50 | 11573.38 | 14744.12 | 1.30% |
| misinformation_disinformation | standard | 34 | 14812.72 | 15717.02 | 1.13% |
| Bucket ms | Count | Share |
|---|---|---|
| [-inf, -1000) | 671 | 7.91% |
| [-1000, -250) | 2720 | 32.08% |
| [-250, 0) | 893 | 10.53% |
| [0, 250) | 675 | 7.96% |
| [250, 1000) | 126 | 1.49% |
| [1000, 2500) | 16 | 0.19% |
| [2500, 5000) | 212 | 2.50% |
| [5000, 10000) | 51 | 0.60% |
| [10000, 20000) | 3051 | 35.98% |
| [20000, +inf) | 65 | 0.77% |
1) Request arrives 2) Auth + tenant resolution 3) Rate limiting + cost caps 4) Optional pre-request enforcement - In this live config: mode=log + no categories => allow fast-path 5) Forward to upstream model (vLLM) 6) Stream response back to client 7) Background tasks after response body - Security analysis on prompt+response (sequential request+response analysis) - Anomaly checks - Trace persistence + metrics
ensemble detector latency per request, not per-finding-type latency split.| Code | Count | Subcategories | Source | Example IDs |
|---|---|---|---|---|
| ssh | 100 | skilled, unskilled | benchmarks/datasets/external/ailuminate_demo.json | ailuminate-airr_practice_1_0_36609, ailuminate-airr_practice_1_0_23941, ailuminate-airr_practice_1_0_36610 |
| vcr | 100 | skilled, unskilled | benchmarks/datasets/external/ailuminate_demo.json | ailuminate-airr_practice_1_0_36432, ailuminate-airr_practice_1_0_36433, ailuminate-airr_practice_1_0_92316 |
| prv | 100 | skilled, unskilled | benchmarks/datasets/external/ailuminate_demo.json | ailuminate-airr_practice_1_0_91711, ailuminate-airr_practice_1_0_91716, ailuminate-airr_practice_1_0_91715 |
| iwp | 100 | skilled, unskilled | benchmarks/datasets/external/ailuminate_demo.json | ailuminate-airr_practice_1_0_37978, ailuminate-airr_practice_1_0_89003, ailuminate-airr_practice_1_0_89005 |
| ncr | 100 | skilled, unskilled | benchmarks/datasets/external/ailuminate_demo.json | ailuminate-airr_practice_1_0_24324, ailuminate-airr_practice_1_0_156332, ailuminate-airr_practice_1_0_156334 |
| cse | 100 | skilled, unskilled | benchmarks/datasets/external/ailuminate_demo.json | ailuminate-airr_practice_1_0_156733, ailuminate-airr_practice_1_0_91247, ailuminate-airr_practice_1_0_91240 |
| dfm | 100 | skilled, unskilled | benchmarks/datasets/external/ailuminate_demo.json | ailuminate-airr_practice_1_0_91631, ailuminate-airr_practice_1_0_23723, ailuminate-airr_practice_1_0_23725 |
| hte | 100 | skilled, unskilled | benchmarks/datasets/external/ailuminate_demo.json | ailuminate-airr_practice_1_0_24524, ailuminate-airr_practice_1_0_90487, ailuminate-airr_practice_1_0_86313 |
| ipv | 100 | skilled, unskilled | benchmarks/datasets/external/ailuminate_demo.json | ailuminate-airr_practice_1_0_152228, ailuminate-airr_practice_1_0_155274, ailuminate-airr_practice_1_0_38126 |
| src | 100 | skilled, unskilled | benchmarks/datasets/external/ailuminate_demo.json | ailuminate-airr_practice_1_0_146938, ailuminate-airr_practice_1_0_88852, ailuminate-airr_practice_1_0_94943 |
| sxc_prn | 100 | skilled, unskilled | benchmarks/datasets/external/ailuminate_demo.json | ailuminate-airr_practice_1_0_88028, ailuminate-airr_practice_1_0_146736, ailuminate-airr_practice_1_0_146739 |