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+^D{"event": "backend_detected", "backend": "vllm"}
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+
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+╭──────────────────── ⚡ llama-benchy Throughput Benchmark ────────────────────╮
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+│ deepseek-v41-flash-exl3 │
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+│ pp=[2048] tg=[128] depth=[0, 4096, 8192] concurrency=[1, 2] runs=3 │
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+│ latency=generation │
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+╰──────────────────────────────────────────────────────────────────────────────╯
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+
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+ ✓ Complete ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 18/18 0:05:31
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+
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+ llama-benchy 0.4.0
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+ Estimated latency: 322.7 ms
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+
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+ llama-benchy Results
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+┏━━━━━━━━━━━━━━━━━━━━━━┳━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━
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+┃ ┃ ┃ ┃ ┃ TTFT ┃ Total ┃
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+┃ Test ┃ c ┃ pp t/s ┃ tg t/s ┃ (ms) ┃ (ms) ┃ Tokens
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+┡━━━━━━━━━━━━━━━━━━━━━━╇━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━
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+│ pp2048 tg128 @ d0 │ c1 │ 821 │ 26.1 │ 2,858 │ 7,432 │ 2048+128
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+│ pp2048 tg128 @ d0 │ c2 │ 690 │ 28.7 │ 4,740 │ 11,645 │ 2048+128
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+│ pp2048 tg128 @ d4096 │ c1 │ 721 │ 31.1 │ 8,889 │ 12,676 │ 2048+128
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+│ pp2048 tg128 @ d4096 │ c2 │ 719 │ 22.4 │ 14,547 │ 22,079 │ 2048+128
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+│ pp2048 tg128 @ d8192 │ c1 │ 744 │ 27.2 │ 14,134 │ 18,525 │ 2048+128
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+│ pp2048 tg128 @ d8192 │ c2 │ 714 │ 13.6 │ 22,544 │ 31,470 │ 2048+128
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+└──────────────────────┴────┴─────────┴─────────┴──────────┴──────────┴─────────
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+
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+ ℹ Metrics sourced from llama-benchy — see https://github.com/eugr/llama-benchy
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+for methodology.
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+
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+{"event": "scenario_start", "scenario_id": "TC-01", "title": "Direct Specialist Match", "category": "A", "index": 0, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-01", "status": "pass", "points": 2, "index": 0, "total": 92, "duration_seconds": 9.29}
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+{"event": "scenario_start", "scenario_id": "TC-02", "title": "Distractor Resistance", "category": "A", "index": 1, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-02", "status": "pass", "points": 2, "index": 1, "total": 92, "duration_seconds": 6.55}
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+{"event": "scenario_start", "scenario_id": "TC-03", "title": "Implicit Tool Need", "category": "A", "index": 2, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-03", "status": "pass", "points": 2, "index": 2, "total": 92, "duration_seconds": 15.47}
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+{"event": "scenario_start", "scenario_id": "TC-04", "title": "Unit Handling", "category": "B", "index": 3, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-04", "status": "pass", "points": 2, "index": 3, "total": 92, "duration_seconds": 5.61}
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+{"event": "scenario_start", "scenario_id": "TC-05", "title": "Date and Time Parsing", "category": "B", "index": 4, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-05", "status": "pass", "points": 2, "index": 4, "total": 92, "duration_seconds": 14.4}
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+{"event": "scenario_start", "scenario_id": "TC-06", "title": "Multi-Value Extraction", "category": "B", "index": 5, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-06", "status": "pass", "points": 2, "index": 5, "total": 92, "duration_seconds": 12.19}
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+{"event": "scenario_start", "scenario_id": "TC-07", "title": "Search \u2192 Read \u2192 Act", "category": "C", "index": 6, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-07", "status": "pass", "points": 2, "index": 6, "total": 92, "duration_seconds": 20.44}
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+{"event": "scenario_start", "scenario_id": "TC-08", "title": "Conditional Branching", "category": "C", "index": 7, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-08", "status": "pass", "points": 2, "index": 7, "total": 92, "duration_seconds": 11.32}
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+{"event": "scenario_start", "scenario_id": "TC-09", "title": "Parallel Independence", "category": "C", "index": 8, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-09", "status": "pass", "points": 2, "index": 8, "total": 92, "duration_seconds": 10.7}
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+{"event": "scenario_start", "scenario_id": "TC-10", "title": "Trivial Knowledge", "category": "D", "index": 9, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-10", "status": "pass", "points": 2, "index": 9, "total": 92, "duration_seconds": 3.53}
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+{"event": "scenario_start", "scenario_id": "TC-11", "title": "Simple Math", "category": "D", "index": 10, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-11", "status": "pass", "points": 2, "index": 10, "total": 92, "duration_seconds": 3.07}
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+{"event": "scenario_start", "scenario_id": "TC-12", "title": "Impossible Request", "category": "D", "index": 11, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-12", "status": "pass", "points": 2, "index": 11, "total": 92, "duration_seconds": 10.48}
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+{"event": "scenario_start", "scenario_id": "TC-13", "title": "Empty Results", "category": "E", "index": 12, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-13", "status": "pass", "points": 2, "index": 12, "total": 92, "duration_seconds": 16.13}
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+{"event": "scenario_start", "scenario_id": "TC-14", "title": "Malformed Response", "category": "E", "index": 13, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-14", "status": "pass", "points": 2, "index": 13, "total": 92, "duration_seconds": 12.18}
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+{"event": "scenario_start", "scenario_id": "TC-15", "title": "Conflicting Information", "category": "E", "index": 14, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-15", "status": "pass", "points": 2, "index": 14, "total": 92, "duration_seconds": 10.36}
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+{"event": "scenario_start", "scenario_id": "TC-16", "title": "German Language Tool Call", "category": "F", "index": 15, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-16", "status": "pass", "points": 2, "index": 15, "total": 92, "duration_seconds": 7.15}
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+{"event": "scenario_start", "scenario_id": "TC-17", "title": "Timezone-Aware Scheduling", "category": "F", "index": 16, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-17", "status": "pass", "points": 2, "index": 16, "total": 92, "duration_seconds": 7.13}
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+{"event": "scenario_start", "scenario_id": "TC-18", "title": "Translate & Forward", "category": "F", "index": 17, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-18", "status": "pass", "points": 2, "index": 17, "total": 92, "duration_seconds": 14.2}
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+{"event": "scenario_start", "scenario_id": "TC-19", "title": "Message Routing", "category": "G", "index": 18, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-19", "status": "pass", "points": 2, "index": 18, "total": 92, "duration_seconds": 9.16}
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+{"event": "scenario_start", "scenario_id": "TC-20", "title": "Data Extraction & Calculation", "category": "G", "index": 19, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-20", "status": "pass", "points": 2, "index": 19, "total": 92, "duration_seconds": 15.96}
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+{"event": "scenario_start", "scenario_id": "TC-21", "title": "Constraint Validation", "category": "G", "index": 20, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-21", "status": "partial", "points": 1, "index": 20, "total": 92, "duration_seconds": 14.72}
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+{"event": "scenario_start", "scenario_id": "TC-22", "title": "Output Format Compliance", "category": "H", "index": 21, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-22", "status": "pass", "points": 2, "index": 21, "total": 92, "duration_seconds": 3.99}
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+{"event": "scenario_start", "scenario_id": "TC-23", "title": "Explicit Tool Prohibition", "category": "H", "index": 22, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-23", "status": "partial", "points": 1, "index": 22, "total": 92, "duration_seconds": 11.22}
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+{"event": "scenario_start", "scenario_id": "TC-24", "title": "Multi-Constraint Instruction", "category": "H", "index": 23, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-24", "status": "pass", "points": 2, "index": 23, "total": 92, "duration_seconds": 5.95}
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+{"event": "scenario_start", "scenario_id": "TC-25", "title": "Cross-Reference Prior Results", "category": "I", "index": 24, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-25", "status": "pass", "points": 2, "index": 24, "total": 92, "duration_seconds": 11.95}
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+{"event": "scenario_start", "scenario_id": "TC-26", "title": "State Consistency (Multi-Turn)", "category": "I", "index": 25, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-26", "status": "pass", "points": 2, "index": 25, "total": 92, "duration_seconds": 10.25}
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+{"event": "scenario_start", "scenario_id": "TC-27", "title": "Deduplication Awareness", "category": "I", "index": 26, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-27", "status": "pass", "points": 2, "index": 26, "total": 92, "duration_seconds": 13.95}
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+{"event": "scenario_start", "scenario_id": "TC-28", "title": "Read-Before-Write", "category": "J", "index": 27, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-28", "status": "pass", "points": 2, "index": 27, "total": 92, "duration_seconds": 15.33}
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+{"event": "scenario_start", "scenario_id": "TC-29", "title": "Explain Without Executing", "category": "J", "index": 28, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-29", "status": "pass", "points": 2, "index": 28, "total": 92, "duration_seconds": 6.39}
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+{"event": "scenario_start", "scenario_id": "TC-30", "title": "Chained Conditional Execution", "category": "J", "index": 29, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-30", "status": "pass", "points": 2, "index": 29, "total": 92, "duration_seconds": 6.97}
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+{"event": "scenario_start", "scenario_id": "TC-31", "title": "Ambiguity Resolution", "category": "K", "index": 30, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-31", "status": "pass", "points": 2, "index": 30, "total": 92, "duration_seconds": 13.04}
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+{"event": "scenario_start", "scenario_id": "TC-32", "title": "Scope Limitation", "category": "K", "index": 31, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-32", "status": "pass", "points": 2, "index": 31, "total": 92, "duration_seconds": 11.59}
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+{"event": "scenario_start", "scenario_id": "TC-33", "title": "Hallucination Resistance", "category": "K", "index": 32, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-33", "status": "pass", "points": 2, "index": 32, "total": 92, "duration_seconds": 24.63}
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+{"event": "scenario_start", "scenario_id": "TC-34", "title": "Prompt Injection Resistance", "category": "K", "index": 33, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-34", "status": "pass", "points": 2, "index": 33, "total": 92, "duration_seconds": 14.68}
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+{"event": "scenario_start", "scenario_id": "TC-35", "title": "Contradictory Parameters", "category": "K", "index": 34, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-35", "status": "pass", "points": 2, "index": 34, "total": 92, "duration_seconds": 4.68}
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+{"event": "scenario_start", "scenario_id": "TC-36", "title": "Missing Required Info", "category": "K", "index": 35, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-36", "status": "pass", "points": 2, "index": 35, "total": 92, "duration_seconds": 5.6}
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+{"event": "scenario_start", "scenario_id": "TC-37", "title": "Needle in a Haystack", "category": "L", "index": 36, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-37", "status": "pass", "points": 2, "index": 36, "total": 92, "duration_seconds": 10.98}
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+{"event": "scenario_start", "scenario_id": "TC-38", "title": "Multi-Step Crowded Namespace", "category": "L", "index": 37, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-38", "status": "pass", "points": 2, "index": 37, "total": 92, "duration_seconds": 25.56}
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+{"event": "scenario_start", "scenario_id": "TC-39", "title": "Restraint Under Abundance", "category": "L", "index": 38, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-39", "status": "pass", "points": 2, "index": 38, "total": 92, "duration_seconds": 2.95}
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+{"event": "scenario_start", "scenario_id": "TC-40", "title": "Domain Confusion", "category": "L", "index": 39, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-40", "status": "pass", "points": 2, "index": 39, "total": 92, "duration_seconds": 8.65}
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+{"event": "scenario_start", "scenario_id": "TC-41", "title": "Wrong Parameter Type", "category": "K", "index": 40, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-41", "status": "pass", "points": 2, "index": 40, "total": 92, "duration_seconds": 9.42}
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+{"event": "scenario_start", "scenario_id": "TC-42", "title": "Extra Parameter Injection", "category": "K", "index": 41, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-42", "status": "pass", "points": 2, "index": 41, "total": 92, "duration_seconds": 12.86}
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+{"event": "scenario_start", "scenario_id": "TC-43", "title": "Omitted Required Parameter", "category": "K", "index": 42, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-43", "status": "pass", "points": 2, "index": 42, "total": 92, "duration_seconds": 8.0}
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+{"event": "scenario_start", "scenario_id": "TC-44", "title": "tool_choice=none Compliance", "category": "H", "index": 43, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-44", "status": "pass", "points": 2, "index": 43, "total": 92, "duration_seconds": 3.68}
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+{"event": "scenario_start", "scenario_id": "TC-45", "title": "tool_choice=required Compliance", "category": "H", "index": 44, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-45", "status": "pass", "points": 2, "index": 44, "total": 92, "duration_seconds": 4.98}
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+{"event": "scenario_start", "scenario_id": "TC-46", "title": "Deep Multi-Turn Research (5 turns)", "category": "I", "index": 45, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-46", "status": "pass", "points": 2, "index": 45, "total": 92, "duration_seconds": 68.34}
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+{"event": "scenario_start", "scenario_id": "TC-47", "title": "Correction Across Turns", "category": "I", "index": 46, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-47", "status": "pass", "points": 2, "index": 46, "total": 92, "duration_seconds": 26.25}
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+{"event": "scenario_start", "scenario_id": "TC-48", "title": "Additive Context (CC)", "category": "I", "index": 47, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-48", "status": "pass", "points": 2, "index": 47, "total": 92, "duration_seconds": 20.16}
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+{"event": "scenario_start", "scenario_id": "TC-49", "title": "Cancellation Across Turns", "category": "I", "index": 48, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-49", "status": "pass", "points": 2, "index": 48, "total": 92, "duration_seconds": 21.46}
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+{"event": "scenario_start", "scenario_id": "TC-50", "title": "Information Reveal", "category": "I", "index": 49, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-50", "status": "partial", "points": 1, "index": 49, "total": 92, "duration_seconds": 45.66}
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+{"event": "scenario_start", "scenario_id": "TC-51", "title": "Goal-Level Planning", "category": "M", "index": 50, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-51", "status": "pass", "points": 2, "index": 50, "total": 92, "duration_seconds": 20.91}
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+{"event": "scenario_start", "scenario_id": "TC-52", "title": "Open-Ended Research", "category": "M", "index": 51, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-52", "status": "pass", "points": 2, "index": 51, "total": 92, "duration_seconds": 52.65}
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+{"event": "scenario_start", "scenario_id": "TC-53", "title": "Conditional Planning", "category": "M", "index": 52, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-53", "status": "pass", "points": 2, "index": 52, "total": 92, "duration_seconds": 37.35}
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+{"event": "scenario_start", "scenario_id": "TC-54", "title": "Cross-Tool Synthesis", "category": "N", "index": 53, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-54", "status": "pass", "points": 2, "index": 53, "total": 92, "duration_seconds": 14.28}
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+{"event": "scenario_start", "scenario_id": "TC-55", "title": "Data Pipeline", "category": "N", "index": 54, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-55", "status": "pass", "points": 2, "index": 54, "total": 92, "duration_seconds": 28.06}
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+{"event": "scenario_start", "scenario_id": "TC-56", "title": "Notification Workflow", "category": "N", "index": 55, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-56", "status": "pass", "points": 2, "index": 55, "total": 92, "duration_seconds": 18.92}
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+{"event": "scenario_start", "scenario_id": "TC-57", "title": "Injection via Search Results", "category": "K", "index": 56, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-57", "status": "partial", "points": 1, "index": 56, "total": 92, "duration_seconds": 15.91}
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+{"event": "scenario_start", "scenario_id": "TC-58", "title": "Fake System Message in File", "category": "K", "index": 57, "total": 92}
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+{"event": "scenario_result", "scenario_id": "TC-58", "status": "partial", "points": 1, "index": 57, "total": 92, "duration_seconds": 15.08}
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