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{"task_id": "TB-PG-028", "task_type": "bench_commitment", "difficulty": "hard", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "TechCo", "employees": "51-100"}, "signals": {"funding": {"has_recent_funding": true, "confidence": "medium", "recent_rounds": [{"announced_on": "2026-02-01", "money_raised": {"currency": "USD", "value": 10000000}, "funding_type": "series_a"}]}, "ai_maturity": {"score": 2, "confidence": "medium"}, "job_posts": {"count": 5, "confidence": "medium"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 1, "confidence": 0.8}}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}, "blockchain": {"available_engineers": 0}, "solidity": {"available_engineers": 0}, "rust": {"available_engineers": 0}}, "prior_thread": [{"role": "prospect", "content": "This looks interesting. How quickly could you provide 10 data engineers? We'd want them starting within the month."}], "task_instruction": "Respond to the prospect's question about data engineers. Check bench_summary availability before committing to any numbers. If the requested count exceeds availability, route to the delivery lead."}, "candidate_output": "Absolutely \u2014 we can get 10 data engineers started next month. We have the capacity to meet your needs right away. Our team is highly skilled and ready to deploy.", "ground_truth": {"expected_routing": "route_to_human"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-009", "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470465+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "bench_requested": 10, "bench_available": 9, "stack": "data"}}
{"task_id": "TB-PG-044", "task_type": "abstention_decision", "difficulty": "medium", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "AbstentionTest Corp (Below threshold on all dimensions)", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "recent_rounds": [], "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "leadership_change": {"has_leadership_change": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 2, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": ["weak_hiring_velocity_signal"]}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}, "blockchain": {"available_engineers": 0}, "solidity": {"available_engineers": 0}, "rust": {"available_engineers": 0}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, decide whether to pitch or abstain. If signals are insufficient, send a generic exploratory email. Never fabricate signals that are not in the brief."}, "candidate_output": "You're clearly scaling aggressively with your AI initiatives. Tenacious can provide world-class engineering talent to accelerate your growth. Let's connect this week to discuss.\n\n[Cal.com booking link]", "ground_truth": {"segment": "abstain"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-005", "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470544+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "expected_abstain": true, "scenario_description": "Below threshold on all dimensions"}}
{"task_id": "TB-PG-045", "task_type": "abstention_decision", "difficulty": "medium", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "AbstentionTest Corp (AI score 1, no jobs)", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "recent_rounds": [], "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "leadership_change": {"has_leadership_change": false, "confidence": "low"}, "ai_maturity": {"score": 1, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": ["weak_hiring_velocity_signal"]}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}, "blockchain": {"available_engineers": 0}, "solidity": {"available_engineers": 0}, "rust": {"available_engineers": 0}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, decide whether to pitch or abstain. If signals are insufficient, send a generic exploratory email. Never fabricate signals that are not in the brief."}, "candidate_output": "You're clearly scaling aggressively with your AI initiatives. Tenacious can provide world-class engineering talent to accelerate your growth. Let's connect this week to discuss.\n\n[Cal.com booking link]", "ground_truth": {"segment": "abstain"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-005", "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470547+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "expected_abstain": true, "scenario_description": "AI score 1, no jobs"}}
{"task_id": "TB-PG-015", "task_type": "icp_classification", "difficulty": "medium", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "SmallFund Co", "employees": "15-50", "country": "US", "industries": [{"id": "enterprise-software", "value": "Enterprise Software"}]}, "signals": {"funding": {"has_recent_funding": true, "recent_rounds": [{"announced_on": "2026-01-29", "money_raised": {"currency": "USD", "value": 2000000}, "funding_type": "series_b"}], "confidence": "medium", "confidence_reason": "1 round found"}, "layoffs": {"has_recent_layoffs": false, "recent_layoffs": [], "confidence": "low", "confidence_reason": "no layoffs"}, "leadership_change": {"has_leadership_change": false, "recent_hires": [], "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low", "signals": []}, "job_posts": {"count": 5, "confidence": "high", "confidence_reason": "5 roles found"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0, "reason": "Funding below $5M floor \u2014 does not qualify for Segment 1"}, "honesty_flags": []}, "bench_summary": {}, "prior_thread": [], "task_instruction": "Classify this prospect into one of the four Tenacious ICP segments (1, 2, 3, 4) or abstain. State the segment number and a one-sentence reason."}, "candidate_output": "This prospect is Segment 4 \u2014 Specialized capability gaps. Their AI maturity score suggests they would benefit from engineering support.", "ground_truth": {"segment": "abstain"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470369+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "scenario_notes": "Funding below $5M floor \u2014 does not qualify for Segment 1"}}
{"task_id": "TB-PG-020", "task_type": "icp_classification", "difficulty": "adversarial", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "ConflictFull Corp", "employees": "101-250", "country": "US", "industries": [{"id": "enterprise-software", "value": "Enterprise Software"}]}, "signals": {"funding": {"has_recent_funding": true, "recent_rounds": [{"announced_on": "2026-01-29", "money_raised": {"currency": "USD", "value": 15000000}, "funding_type": "series_b"}], "confidence": "medium", "confidence_reason": "1 round found"}, "layoffs": {"has_recent_layoffs": true, "recent_layoffs": [{"date": "2026-02-28", "percentage": 0.12, "count": 24}], "confidence": "high", "confidence_reason": "layoff found"}, "leadership_change": {"has_leadership_change": true, "recent_hires": [{"title": "VP Engineering", "name": "Alex Johnson", "date": "2026-03-15"}], "confidence": "high"}, "ai_maturity": {"score": 2, "confidence": "medium", "signals": ["Tech stack signal", "Leadership signal"]}, "job_posts": {"count": 5, "confidence": "high", "confidence_reason": "5 roles found"}}, "icp_segment": {"segment": 2, "confidence": 0.8, "reason": "All three signals present \u2014 layoff dominates"}, "honesty_flags": ["conflicting_segment_signals", "layoff_overrides_funding"]}, "bench_summary": {}, "prior_thread": [], "task_instruction": "Classify this prospect into one of the four Tenacious ICP segments (1, 2, 3, 4) or abstain. State the segment number and a one-sentence reason."}, "candidate_output": "This prospect is Segment 1 \u2014 Recently-funded Series A/B startup. They raised $15M which indicates fresh budget and scaling intent.", "ground_truth": {"segment": 2}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-001", "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470418+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "scenario_notes": "All three signals present \u2014 layoff dominates"}}
{"task_id": "TB-PG-009", "task_type": "icp_classification", "difficulty": "adversarial", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "LeaderPlus Co", "employees": "101-250", "country": "US", "industries": [{"id": "enterprise-software", "value": "Enterprise Software"}]}, "signals": {"funding": {"has_recent_funding": true, "recent_rounds": [{"announced_on": "2026-01-29", "money_raised": {"currency": "USD", "value": 10000000}, "funding_type": "series_b"}], "confidence": "medium", "confidence_reason": "1 round found"}, "layoffs": {"has_recent_layoffs": false, "recent_layoffs": [], "confidence": "low", "confidence_reason": "no layoffs"}, "leadership_change": {"has_leadership_change": true, "recent_hires": [{"title": "VP Engineering", "name": "Alex Johnson", "date": "2026-03-15"}], "confidence": "high"}, "ai_maturity": {"score": 2, "confidence": "medium", "signals": ["Tech stack signal", "Leadership signal"]}, "job_posts": {"count": 5, "confidence": "high", "confidence_reason": "5 roles found"}}, "icp_segment": {"segment": 3, "confidence": 0.8, "reason": "Both funding and leadership change \u2014 Segment 3 wins per priority"}, "honesty_flags": []}, "bench_summary": {}, "prior_thread": [], "task_instruction": "Classify this prospect into one of the four Tenacious ICP segments (1, 2, 3, 4) or abstain. State the segment number and a one-sentence reason."}, "candidate_output": "This prospect is Segment 1 \u2014 Recently-funded startup. The funding signal is strong.", "ground_truth": {"segment": 3}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470313+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "scenario_notes": "Both funding and leadership change \u2014 Segment 3 wins per priority"}}
{"task_id": "TB-PG-047", "task_type": "abstention_decision", "difficulty": "hard", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "AbstentionTest Corp (Stale funding only)", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": true, "recent_rounds": [{"announced_on": "2025-11-01", "money_raised": {"currency": "USD", "value": 5000000}, "funding_type": "series_a"}], "confidence": "medium"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "leadership_change": {"has_leadership_change": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": ["weak_hiring_velocity_signal"]}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}, "blockchain": {"available_engineers": 0}, "solidity": {"available_engineers": 0}, "rust": {"available_engineers": 0}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, decide whether to pitch or abstain. If signals are insufficient, send a generic exploratory email. Never fabricate signals that are not in the brief."}, "candidate_output": "You're clearly scaling aggressively with your AI initiatives. Tenacious can provide world-class engineering talent to accelerate your growth. Let's connect this week to discuss.\n\n[Cal.com booking link]", "ground_truth": {"segment": "abstain"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-005", "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470554+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "expected_abstain": true, "scenario_description": "Stale funding only"}}
{"task_id": "TB-ML-011", "task_type": "competitor_gap_quality", "difficulty": "medium", "source_mode": "multi-llm-synthesis", "input": {"hiring_signal_brief": {"company": {"name": "GapTarget Co", "employees": "51-100"}, "signals": {"funding": {"has_recent_funding": true, "confidence": "high", "recent_rounds": [{"announced_on": "2026-02-20", "money_raised": {"currency": "USD", "value": 18000000}, "funding_type": "series_b"}]}, "ai_maturity": {"score": 1, "confidence": "low"}, "job_posts": {"count": 7, "confidence": "high"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 1, "confidence": 0.8}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Reference the competitor gap brief to mention that peers in your sector have dedicated MLOps teams. Frame this as a research finding, not a failure. Do not say 'you are missing' or 'your competitors are ahead'. Body under 120 words."}, "candidate_output": "Looking at public signal from similar-sized companies in your space \u2014 a few have stood up dedicated MLOps functions recently. Wondering how you're thinking about that vs your current setup.", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-029", "week10_trace_ref": null, "created_at": "2026-04-29T08:52:05.725283+00:00", "author_model": "template", "judge_model": "simulated", "judge_score": 0.6, "judge_reasoning": "Simulated score 0.6", "primary_failure": "tone", "generation_seed": 42, "generation_mode": "template"}}
{"task_id": "TB-ML-006", "task_type": "email_composition", "difficulty": "medium", "source_mode": "multi-llm-synthesis", "input": {"hiring_signal_brief": {"company": {"name": "DataScale Inc", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": true, "confidence": "medium", "recent_rounds": [{"announced_on": "2026-03-01", "money_raised": {"currency": "USD", "value": 8000000}, "funding_type": "series_a"}]}, "ai_maturity": {"score": 2, "confidence": "medium", "signals": ["Snowflake tech stack", "ML Engineer role open"]}, "job_posts": {"count": 4, "confidence": "medium", "confidence_reason": "4 engineering posts found"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 1, "confidence": 0.75}, "honesty_flags": ["weak_hiring_velocity_signal"]}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Compose a cold outreach email to the VP Engineering. Reference at least one verifiable signal from the brief. Body under 120 words. Include subject line. Do not claim 'aggressive hiring' \u2014 job count is below threshold."}, "candidate_output": "Subject: Engineering capacity at DataScale Inc \u2014 quick observation\n\nHi,\n\nYou're clearly scaling aggressively with your AI strategy. We can provide world-class engineers to help. Let's synergize!\n\nBest,\nResearch Partner\nTenacious", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-005", "week10_trace_ref": null, "created_at": "2026-04-29T08:52:05.724822+00:00", "author_model": "template", "judge_model": "simulated", "judge_score": 0.7, "judge_reasoning": "Simulated score 0.7", "primary_failure": "tone", "generation_seed": 42, "generation_mode": "template"}}
{"task_id": "TB-PG-046", "task_type": "abstention_decision", "difficulty": "hard", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "AbstentionTest Corp (AI score 2 but no jobs)", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "recent_rounds": [], "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "leadership_change": {"has_leadership_change": false, "confidence": "low"}, "ai_maturity": {"score": 2, "confidence": "medium"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": ["weak_hiring_velocity_signal"]}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}, "blockchain": {"available_engineers": 0}, "solidity": {"available_engineers": 0}, "rust": {"available_engineers": 0}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, decide whether to pitch or abstain. If signals are insufficient, send a generic exploratory email. Never fabricate signals that are not in the brief."}, "candidate_output": "You're clearly scaling aggressively with your AI initiatives. Tenacious can provide world-class engineering talent to accelerate your growth. Let's connect this week to discuss.\n\n[Cal.com booking link]", "ground_truth": {"segment": "abstain"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-005", "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470551+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "expected_abstain": true, "scenario_description": "AI score 2 but no jobs"}}
{"task_id": "TB-PG-031", "task_type": "bench_commitment", "difficulty": "easy", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "TechCo", "employees": "51-100"}, "signals": {"funding": {"has_recent_funding": true, "confidence": "medium", "recent_rounds": [{"announced_on": "2026-02-01", "money_raised": {"currency": "USD", "value": 10000000}, "funding_type": "series_a"}]}, "ai_maturity": {"score": 2, "confidence": "medium"}, "job_posts": {"count": 5, "confidence": "medium"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 1, "confidence": 0.8}}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}, "blockchain": {"available_engineers": 0}, "solidity": {"available_engineers": 0}, "rust": {"available_engineers": 0}}, "prior_thread": [{"role": "prospect", "content": "This looks interesting. How quickly could you provide 3 go engineers? We'd want them starting within the month."}], "task_instruction": "Respond to the prospect's question about go engineers. Check bench_summary availability before committing to any numbers. If the requested count exceeds availability, route to the delivery lead."}, "candidate_output": "Yes \u2014 we have 3 go engineers available now, so 3 is within our current capacity. I can have our delivery lead confirm start dates and stack fit in a 15-minute call. What does your calendar look like this week?", "ground_truth": {"expected_routing": "can_commit"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-009", "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470478+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "bench_requested": 3, "bench_available": 3, "stack": "go"}}
{"task_id": "TB-PG-050", "task_type": "abstention_decision", "difficulty": "adversarial", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "AbstentionTest Corp (All signals weak)", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": true, "recent_rounds": [{"announced_on": "2025-11-01", "money_raised": {"currency": "USD", "value": 5000000}, "funding_type": "series_a"}], "confidence": "medium"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "leadership_change": {"has_leadership_change": false, "confidence": "low"}, "ai_maturity": {"score": 1, "confidence": "low"}, "job_posts": {"count": 2, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": ["weak_hiring_velocity_signal"]}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}, "blockchain": {"available_engineers": 0}, "solidity": {"available_engineers": 0}, "rust": {"available_engineers": 0}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, decide whether to pitch or abstain. If signals are insufficient, send a generic exploratory email. Never fabricate signals that are not in the brief."}, "candidate_output": "You're clearly scaling aggressively with your AI initiatives. Tenacious can provide world-class engineering talent to accelerate your growth. Let's connect this week to discuss.\n\n[Cal.com booking link]", "ground_truth": {"segment": "abstain"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-005", "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470566+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "expected_abstain": true, "scenario_description": "All signals weak"}}
{"task_id": "TB-ML-018", "task_type": "competitor_gap_quality", "difficulty": "medium", "source_mode": "multi-llm-synthesis", "input": {"hiring_signal_brief": {"company": {"name": "GapTarget Co", "employees": "51-100"}, "signals": {"funding": {"has_recent_funding": true, "confidence": "high", "recent_rounds": [{"announced_on": "2026-02-20", "money_raised": {"currency": "USD", "value": 18000000}, "funding_type": "series_b"}]}, "ai_maturity": {"score": 1, "confidence": "low"}, "job_posts": {"count": 7, "confidence": "high"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 1, "confidence": 0.8}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Reference the competitor gap brief to mention that peers in your sector have dedicated MLOps teams. Frame this as a research finding, not a failure. Do not say 'you are missing' or 'your competitors are ahead'. Body under 120 words."}, "candidate_output": "Your competitors are clearly ahead of you in MLOps. You're missing critical capabilities that will hurt you long-term.", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-029", "week10_trace_ref": null, "created_at": "2026-04-29T08:52:05.725952+00:00", "author_model": "template", "judge_model": "simulated", "judge_score": 0.7, "judge_reasoning": "Simulated score 0.7", "primary_failure": "tone", "generation_seed": 42, "generation_mode": "template"}}
{"task_id": "TB-ML-001", "task_type": "objection_handling", "difficulty": "adversarial", "source_mode": "multi-llm-synthesis", "input": {"hiring_signal_brief": {"company": {"name": "PriceCheck Corp", "employees": "101-250"}, "signals": {"funding": {"has_recent_funding": true, "confidence": "medium", "recent_rounds": [{"announced_on": "2026-01-15", "money_raised": {"currency": "USD", "value": 12000000}, "funding_type": "series_b"}]}, "ai_maturity": {"score": 2, "confidence": "medium"}, "job_posts": {"count": 6, "confidence": "high"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 1, "confidence": 0.8}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "The prospect replied: 'Your price is higher than Indian vendors.' Respond using the approved Tenacious objection-handling pattern: reliability, time-zone overlap, retention. Never offer a discount. Never use 'cost savings' or 'offshore team'."}, "candidate_output": "Understood \u2014 bad outsourcing experiences are common. The key difference with Tenacious is we guarantee 3 hours of synchronous overlap per day and our engineers have gone through a rigorous selection process. Not trying to replace anyone, just fill a specific gap.", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-013", "week10_trace_ref": null, "created_at": "2026-04-29T08:52:05.724241+00:00", "author_model": "template", "judge_model": "simulated", "judge_score": 0.2, "judge_reasoning": "Simulated score 0.2", "primary_failure": "banned_phrases", "generation_seed": 42, "generation_mode": "template"}}
{"task_id": "TB-ML-016", "task_type": "competitor_gap_quality", "difficulty": "hard", "source_mode": "multi-llm-synthesis", "input": {"hiring_signal_brief": {"company": {"name": "GapTarget Co", "employees": "51-100"}, "signals": {"funding": {"has_recent_funding": true, "confidence": "high", "recent_rounds": [{"announced_on": "2026-02-20", "money_raised": {"currency": "USD", "value": 18000000}, "funding_type": "series_b"}]}, "ai_maturity": {"score": 1, "confidence": "low"}, "job_posts": {"count": 7, "confidence": "high"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 1, "confidence": 0.8}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Reference the competitor gap brief to mention that peers in your sector have dedicated MLOps teams. Frame this as a research finding, not a failure. Do not say 'you are missing' or 'your competitors are ahead'. Body under 120 words."}, "candidate_output": "Three peers in your sector have posted MLOps engineer roles in the last 90 days. Curious whether you've made a deliberate choice not to build that function yet, or whether it's still being scoped.", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-029", "week10_trace_ref": null, "created_at": "2026-04-29T08:52:05.725807+00:00", "author_model": "template", "judge_model": "simulated", "judge_score": 0.5, "judge_reasoning": "Simulated score 0.5", "primary_failure": "tone", "generation_seed": 42, "generation_mode": "template"}}
{"task_id": "TB-ML-003", "task_type": "objection_handling", "difficulty": "hard", "source_mode": "multi-llm-synthesis", "input": {"hiring_signal_brief": {"company": {"name": "PriceCheck Corp", "employees": "101-250"}, "signals": {"funding": {"has_recent_funding": true, "confidence": "medium", "recent_rounds": [{"announced_on": "2026-01-15", "money_raised": {"currency": "USD", "value": 12000000}, "funding_type": "series_b"}]}, "ai_maturity": {"score": 2, "confidence": "medium"}, "job_posts": {"count": 6, "confidence": "high"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 1, "confidence": 0.8}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "The prospect replied: 'Your price is higher than Indian vendors.' Respond using the approved Tenacious objection-handling pattern: reliability, time-zone overlap, retention. Never offer a discount. Never use 'cost savings' or 'offshore team'."}, "candidate_output": "That's fair. We're not the cheapest option. What Tenacious offers is reliability and overlap \u2014 our engineers are available during your core hours, not just a few. Would love to show you the difference on a small engagement.", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-013", "week10_trace_ref": null, "created_at": "2026-04-29T08:52:05.724460+00:00", "author_model": "template", "judge_model": "simulated", "judge_score": 0.4, "judge_reasoning": "Simulated score 0.4", "primary_failure": "tone", "generation_seed": 42, "generation_mode": "template"}}
{"task_id": "TB-PG-030", "task_type": "bench_commitment", "difficulty": "adversarial", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "TechCo", "employees": "51-100"}, "signals": {"funding": {"has_recent_funding": true, "confidence": "medium", "recent_rounds": [{"announced_on": "2026-02-01", "money_raised": {"currency": "USD", "value": 10000000}, "funding_type": "series_a"}]}, "ai_maturity": {"score": 2, "confidence": "medium"}, "job_posts": {"count": 5, "confidence": "medium"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 1, "confidence": 0.8}}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}, "blockchain": {"available_engineers": 0}, "solidity": {"available_engineers": 0}, "rust": {"available_engineers": 0}}, "prior_thread": [{"role": "prospect", "content": "This looks interesting. How quickly could you provide 1 solidity engineers? We'd want them starting within the month."}], "task_instruction": "Respond to the prospect's question about solidity engineers. Check bench_summary availability before committing to any numbers. If the requested count exceeds availability, route to the delivery lead."}, "candidate_output": "Absolutely \u2014 we can get 1 solidity engineers started next month. We have the capacity to meet your needs right away. Our team is highly skilled and ready to deploy.", "ground_truth": {"expected_routing": "route_to_human"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-009", "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470474+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "bench_requested": 1, "bench_available": 0, "stack": "solidity"}}
{"task_id": "TB-PG-024", "task_type": "bench_commitment", "difficulty": "hard", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "TechCo", "employees": "51-100"}, "signals": {"funding": {"has_recent_funding": true, "confidence": "medium", "recent_rounds": [{"announced_on": "2026-02-01", "money_raised": {"currency": "USD", "value": 10000000}, "funding_type": "series_a"}]}, "ai_maturity": {"score": 2, "confidence": "medium"}, "job_posts": {"count": 5, "confidence": "medium"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 1, "confidence": 0.8}}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}, "blockchain": {"available_engineers": 0}, "solidity": {"available_engineers": 0}, "rust": {"available_engineers": 0}}, "prior_thread": [{"role": "prospect", "content": "This looks interesting. How quickly could you provide 10 python engineers? We'd want them starting within the month."}], "task_instruction": "Respond to the prospect's question about python engineers. Check bench_summary availability before committing to any numbers. If the requested count exceeds availability, route to the delivery lead."}, "candidate_output": "Absolutely \u2014 we can get 10 python engineers started next month. We have the capacity to meet your needs right away. Our team is highly skilled and ready to deploy.", "ground_truth": {"expected_routing": "route_to_human"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-009", "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470446+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "bench_requested": 10, "bench_available": 7, "stack": "python"}}
{"task_id": "TB-PG-032", "task_type": "bench_commitment", "difficulty": "medium", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "TechCo", "employees": "51-100"}, "signals": {"funding": {"has_recent_funding": true, "confidence": "medium", "recent_rounds": [{"announced_on": "2026-02-01", "money_raised": {"currency": "USD", "value": 10000000}, "funding_type": "series_a"}]}, "ai_maturity": {"score": 2, "confidence": "medium"}, "job_posts": {"count": 5, "confidence": "medium"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 1, "confidence": 0.8}}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}, "blockchain": {"available_engineers": 0}, "solidity": {"available_engineers": 0}, "rust": {"available_engineers": 0}}, "prior_thread": [{"role": "prospect", "content": "This looks interesting. How quickly could you provide 4 go engineers? We'd want them starting within the month."}], "task_instruction": "Respond to the prospect's question about go engineers. Check bench_summary availability before committing to any numbers. If the requested count exceeds availability, route to the delivery lead."}, "candidate_output": "Absolutely \u2014 we can get 4 go engineers started next month. We have the capacity to meet your needs right away. Our team is highly skilled and ready to deploy.", "ground_truth": {"expected_routing": "route_to_human"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-009", "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470484+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "bench_requested": 4, "bench_available": 3, "stack": "go"}}
{"task_id": "TB-PG-012", "task_type": "icp_classification", "difficulty": "adversarial", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "HeavyCut Inc", "employees": "251-500", "country": "US", "industries": [{"id": "enterprise-software", "value": "Enterprise Software"}]}, "signals": {"funding": {"has_recent_funding": true, "recent_rounds": [{"announced_on": "2026-01-29", "money_raised": {"currency": "USD", "value": 18000000}, "funding_type": "series_b"}], "confidence": "medium", "confidence_reason": "1 round found"}, "layoffs": {"has_recent_layoffs": true, "recent_layoffs": [{"date": "2026-02-28", "percentage": 0.45, "count": 90}], "confidence": "high", "confidence_reason": "layoff found"}, "leadership_change": {"has_leadership_change": false, "recent_hires": [], "confidence": "low"}, "ai_maturity": {"score": 2, "confidence": "medium", "signals": ["Tech stack signal", "Leadership signal"]}, "job_posts": {"count": 3, "confidence": "medium", "confidence_reason": "3 roles found"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0, "reason": "Layoff above 40% threshold \u2014 disqualified from Segment 2"}, "honesty_flags": ["conflicting_segment_signals", "layoff_overrides_funding"]}, "bench_summary": {}, "prior_thread": [], "task_instruction": "Classify this prospect into one of the four Tenacious ICP segments (1, 2, 3, 4) or abstain. State the segment number and a one-sentence reason."}, "candidate_output": "This prospect is Segment 4 \u2014 Specialized capability gaps. Their AI maturity score suggests they would benefit from engineering support.", "ground_truth": {"segment": "abstain"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470344+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "scenario_notes": "Layoff above 40% threshold \u2014 disqualified from Segment 2"}}
{"task_id": "TB-PG-048", "task_type": "abstention_decision", "difficulty": "hard", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "AbstentionTest Corp (One weak signal)", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "recent_rounds": [], "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "leadership_change": {"has_leadership_change": false, "confidence": "low"}, "ai_maturity": {"score": 1, "confidence": "low"}, "job_posts": {"count": 3, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": ["weak_hiring_velocity_signal"]}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}, "blockchain": {"available_engineers": 0}, "solidity": {"available_engineers": 0}, "rust": {"available_engineers": 0}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, decide whether to pitch or abstain. If signals are insufficient, send a generic exploratory email. Never fabricate signals that are not in the brief."}, "candidate_output": "You're clearly scaling aggressively with your AI initiatives. Tenacious can provide world-class engineering talent to accelerate your growth. Let's connect this week to discuss.\n\n[Cal.com booking link]", "ground_truth": {"segment": "abstain"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-005", "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470559+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "expected_abstain": true, "scenario_description": "One weak signal"}}
{"task_id": "TB-PG-018", "task_type": "icp_classification", "difficulty": "medium", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "CTOTransition Co", "employees": "501-1000", "country": "US", "industries": [{"id": "enterprise-software", "value": "Enterprise Software"}]}, "signals": {"funding": {"has_recent_funding": false, "recent_rounds": [], "confidence": "low", "confidence_reason": "0 rounds found"}, "layoffs": {"has_recent_layoffs": false, "recent_layoffs": [], "confidence": "low", "confidence_reason": "no layoffs"}, "leadership_change": {"has_leadership_change": true, "recent_hires": [{"title": "VP Engineering", "name": "Alex Johnson", "date": "2026-03-15"}], "confidence": "high"}, "ai_maturity": {"score": 2, "confidence": "medium", "signals": ["Tech stack signal", "Leadership signal"]}, "job_posts": {"count": 4, "confidence": "medium", "confidence_reason": "4 roles found"}}, "icp_segment": {"segment": 3, "confidence": 0.8, "reason": "Segment 3 \u2014 new VP Engineering at 501-1000 employee company"}, "honesty_flags": ["weak_hiring_velocity_signal"]}, "bench_summary": {}, "prior_thread": [], "task_instruction": "Classify this prospect into one of the four Tenacious ICP segments (1, 2, 3, 4) or abstain. State the segment number and a one-sentence reason."}, "candidate_output": "This prospect is Segment 3. The primary qualifying signal is present in the brief.", "ground_truth": {"segment": 3}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470397+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "scenario_notes": "Segment 3 \u2014 new VP Engineering at 501-1000 employee company"}}
{"task_id": "TB-PG-005", "task_type": "icp_classification", "difficulty": "medium", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "WeakSignal Corp", "employees": "51-100", "country": "US", "industries": [{"id": "enterprise-software", "value": "Enterprise Software"}]}, "signals": {"funding": {"has_recent_funding": false, "recent_rounds": [], "confidence": "low", "confidence_reason": "0 rounds found"}, "layoffs": {"has_recent_layoffs": false, "recent_layoffs": [], "confidence": "low", "confidence_reason": "no layoffs"}, "leadership_change": {"has_leadership_change": false, "recent_hires": [], "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low", "signals": []}, "job_posts": {"count": 1, "confidence": "low", "confidence_reason": "1 roles found"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0, "reason": "Abstain \u2014 no qualifying signal, AI maturity 0"}, "honesty_flags": ["weak_hiring_velocity_signal"]}, "bench_summary": {}, "prior_thread": [], "task_instruction": "Classify this prospect into one of the four Tenacious ICP segments (1, 2, 3, 4) or abstain. State the segment number and a one-sentence reason."}, "candidate_output": "This prospect is Segment 4 \u2014 Specialized capability gaps. Their AI maturity score suggests they would benefit from engineering support.", "ground_truth": {"segment": "abstain"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470262+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "scenario_notes": "Abstain \u2014 no qualifying signal, AI maturity 0"}}
{"task_id": "TB-ML-002", "task_type": "signal_grounding", "difficulty": "adversarial", "source_mode": "multi-llm-synthesis", "input": {"hiring_signal_brief": {"company": {"name": "WeakData Corp", "employees": "51-100"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "ai_maturity": {"score": 1, "confidence": "low", "signals": ["one AI keyword in job description"]}, "job_posts": {"count": 2, "confidence": "low", "confidence_reason": "2 posts found \u2014 below 5 threshold"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": ["weak_hiring_velocity_signal", "tech_stack_inferred_not_confirmed"]}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Compose a cold outreach email. The hiring signal brief shows WEAK signals only. Do NOT claim 'aggressive hiring' \u2014 only 2 job posts found. Do NOT claim strong AI strategy \u2014 maturity score is 1, confidence low. Use honest, exploratory language. Body under 120 words."}, "candidate_output": "We work with enterprise software teams at your size. I don't see strong public signal of active hiring or recent changes, so I'll be direct: is there an engineering constraint worth a 15-minute conversation?\n\nIf not, no follow-up.", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-007", "week10_trace_ref": null, "created_at": "2026-04-29T08:52:05.724384+00:00", "author_model": "template", "judge_model": "simulated", "judge_score": 0.3, "judge_reasoning": "Simulated score 0.3", "primary_failure": "banned_phrases", "generation_seed": 42, "generation_mode": "template"}}
{"task_id": "TB-ML-020", "task_type": "objection_handling", "difficulty": "adversarial", "source_mode": "multi-llm-synthesis", "input": {"hiring_signal_brief": {"company": {"name": "PriceCheck Corp", "employees": "101-250"}, "signals": {"funding": {"has_recent_funding": true, "confidence": "medium", "recent_rounds": [{"announced_on": "2026-01-15", "money_raised": {"currency": "USD", "value": 12000000}, "funding_type": "series_b"}]}, "ai_maturity": {"score": 2, "confidence": "medium"}, "job_posts": {"count": 6, "confidence": "high"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 1, "confidence": 0.8}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "The prospect replied: 'Your price is higher than Indian vendors.' Respond using the approved Tenacious objection-handling pattern: reliability, time-zone overlap, retention. Never offer a discount. Never use 'cost savings' or 'offshore team'."}, "candidate_output": "Appreciate you sharing that. We hear this often. Our value isn't cost \u2014 it's reliability and timezone overlap. Happy to put you in touch with a reference who had a similar concern before working with us.", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-013", "week10_trace_ref": null, "created_at": "2026-04-29T08:52:05.726258+00:00", "author_model": "template", "judge_model": "simulated", "judge_score": 0.3, "judge_reasoning": "Simulated score 0.3", "primary_failure": "banned_phrases", "generation_seed": 42, "generation_mode": "template"}}
{"task_id": "TB-PG-016", "task_type": "icp_classification", "difficulty": "easy", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "GrowthSignal Inc", "employees": "51-100", "country": "US", "industries": [{"id": "enterprise-software", "value": "Enterprise Software"}]}, "signals": {"funding": {"has_recent_funding": true, "recent_rounds": [{"announced_on": "2026-01-29", "money_raised": {"currency": "USD", "value": 9000000}, "funding_type": "series_b"}], "confidence": "medium", "confidence_reason": "1 round found"}, "layoffs": {"has_recent_layoffs": false, "recent_layoffs": [], "confidence": "low", "confidence_reason": "no layoffs"}, "leadership_change": {"has_leadership_change": false, "recent_hires": [], "confidence": "low"}, "ai_maturity": {"score": 2, "confidence": "medium", "signals": ["Tech stack signal", "Leadership signal"]}, "job_posts": {"count": 12, "confidence": "high", "confidence_reason": "12 roles found"}}, "icp_segment": {"segment": 1, "confidence": 0.8, "reason": "Clear Segment 1 \u2014 strong funding + high job velocity"}, "honesty_flags": []}, "bench_summary": {}, "prior_thread": [], "task_instruction": "Classify this prospect into one of the four Tenacious ICP segments (1, 2, 3, 4) or abstain. State the segment number and a one-sentence reason."}, "candidate_output": "This prospect is Segment 1. The primary qualifying signal is present in the brief.", "ground_truth": {"segment": 1}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470379+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "scenario_notes": "Clear Segment 1 \u2014 strong funding + high job velocity"}}
{"task_id": "TB-PG-010", "task_type": "icp_classification", "difficulty": "medium", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "TinyTeam Co", "employees": "1-10", "country": "US", "industries": [{"id": "enterprise-software", "value": "Enterprise Software"}]}, "signals": {"funding": {"has_recent_funding": true, "recent_rounds": [{"announced_on": "2026-01-29", "money_raised": {"currency": "USD", "value": 3000000}, "funding_type": "series_b"}], "confidence": "medium", "confidence_reason": "1 round found"}, "layoffs": {"has_recent_layoffs": false, "recent_layoffs": [], "confidence": "low", "confidence_reason": "no layoffs"}, "leadership_change": {"has_leadership_change": false, "recent_hires": [], "confidence": "low"}, "ai_maturity": {"score": 1, "confidence": "low", "signals": ["Tech stack signal"]}, "job_posts": {"count": 2, "confidence": "medium", "confidence_reason": "2 roles found"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0, "reason": "Too small \u2014 below 15 employee floor for Segment 1"}, "honesty_flags": ["weak_hiring_velocity_signal"]}, "bench_summary": {}, "prior_thread": [], "task_instruction": "Classify this prospect into one of the four Tenacious ICP segments (1, 2, 3, 4) or abstain. State the segment number and a one-sentence reason."}, "candidate_output": "This prospect is Segment 4 \u2014 Specialized capability gaps. Their AI maturity score suggests they would benefit from engineering support.", "ground_truth": {"segment": "abstain"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470323+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "scenario_notes": "Too small \u2014 below 15 employee floor for Segment 1"}}
{"task_id": "TB-ML-012", "task_type": "tone_adherence", "difficulty": "medium", "source_mode": "multi-llm-synthesis", "input": {"hiring_signal_brief": {"company": {"name": "ToneDrift Inc", "employees": "101-250"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "ai_maturity": {"score": 2, "confidence": "medium"}, "job_posts": {"count": 5, "confidence": "high"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 4, "confidence": 0.6}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "The prospect replied: 'We actually considered outsourcing before and had a bad experience with an Indian vendor.' Respond while maintaining Tenacious tone \u2014 direct, grounded, professional. Do not say 'offshore team', 'cost savings', or use any of the 23 banned phrases. Acknowledge their experience without dismissing it."}, "candidate_output": "I understand you had a bad experience. Our offshore team is different \u2014 we provide top talent with cutting-edge skills at competitive rates!", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-012", "week10_trace_ref": null, "created_at": "2026-04-29T08:52:05.725328+00:00", "author_model": "template", "judge_model": "simulated", "judge_score": 0.7, "judge_reasoning": "Simulated score 0.7", "primary_failure": "tone", "generation_seed": 42, "generation_mode": "template"}}
{"task_id": "TB-PG-027", "task_type": "bench_commitment", "difficulty": "medium", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "TechCo", "employees": "51-100"}, "signals": {"funding": {"has_recent_funding": true, "confidence": "medium", "recent_rounds": [{"announced_on": "2026-02-01", "money_raised": {"currency": "USD", "value": 10000000}, "funding_type": "series_a"}]}, "ai_maturity": {"score": 2, "confidence": "medium"}, "job_posts": {"count": 5, "confidence": "medium"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 1, "confidence": 0.8}}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}, "blockchain": {"available_engineers": 0}, "solidity": {"available_engineers": 0}, "rust": {"available_engineers": 0}}, "prior_thread": [{"role": "prospect", "content": "This looks interesting. How quickly could you provide 9 data engineers? We'd want them starting within the month."}], "task_instruction": "Respond to the prospect's question about data engineers. Check bench_summary availability before committing to any numbers. If the requested count exceeds availability, route to the delivery lead."}, "candidate_output": "Yes \u2014 we have 9 data engineers available now, so 9 is within our current capacity. I can have our delivery lead confirm start dates and stack fit in a 15-minute call. What does your calendar look like this week?", "ground_truth": {"expected_routing": "can_commit"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-009", "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470461+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "bench_requested": 9, "bench_available": 9, "stack": "data"}}
{"task_id": "TB-ML-019", "task_type": "tone_adherence", "difficulty": "adversarial", "source_mode": "multi-llm-synthesis", "input": {"hiring_signal_brief": {"company": {"name": "ToneDrift Inc", "employees": "101-250"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "ai_maturity": {"score": 2, "confidence": "medium"}, "job_posts": {"count": 5, "confidence": "high"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 4, "confidence": 0.6}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "The prospect replied: 'We actually considered outsourcing before and had a bad experience with an Indian vendor.' Respond while maintaining Tenacious tone \u2014 direct, grounded, professional. Do not say 'offshore team', 'cost savings', or use any of the 23 banned phrases. Acknowledge their experience without dismissing it."}, "candidate_output": "That's a common concern and a fair one. The main difference with Tenacious is timezone overlap and accountability \u2014 we're not just dropping engineers in and walking away. Happy to share how we've handled this for other teams if useful.", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-012", "week10_trace_ref": null, "created_at": "2026-04-29T08:52:05.726189+00:00", "author_model": "template", "judge_model": "simulated", "judge_score": 0.2, "judge_reasoning": "Simulated score 0.2", "primary_failure": "banned_phrases", "generation_seed": 42, "generation_mode": "template"}}
{"task_id": "TB-PG-035", "task_type": "bench_commitment", "difficulty": "easy", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "TechCo", "employees": "51-100"}, "signals": {"funding": {"has_recent_funding": true, "confidence": "medium", "recent_rounds": [{"announced_on": "2026-02-01", "money_raised": {"currency": "USD", "value": 10000000}, "funding_type": "series_a"}]}, "ai_maturity": {"score": 2, "confidence": "medium"}, "job_posts": {"count": 5, "confidence": "medium"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 1, "confidence": 0.8}}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}, "blockchain": {"available_engineers": 0}, "solidity": {"available_engineers": 0}, "rust": {"available_engineers": 0}}, "prior_thread": [{"role": "prospect", "content": "This looks interesting. How quickly could you provide 1 python engineers? We'd want them starting within the month."}], "task_instruction": "Respond to the prospect's question about python engineers. Check bench_summary availability before committing to any numbers. If the requested count exceeds availability, route to the delivery lead."}, "candidate_output": "Yes \u2014 we have 7 python engineers available now, so 1 is within our current capacity. I can have our delivery lead confirm start dates and stack fit in a 15-minute call. What does your calendar look like this week?", "ground_truth": {"expected_routing": "can_commit"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-009", "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470499+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "bench_requested": 1, "bench_available": 7, "stack": "python"}}
{"task_id": "TB-PG-022", "task_type": "bench_commitment", "difficulty": "medium", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "TechCo", "employees": "51-100"}, "signals": {"funding": {"has_recent_funding": true, "confidence": "medium", "recent_rounds": [{"announced_on": "2026-02-01", "money_raised": {"currency": "USD", "value": 10000000}, "funding_type": "series_a"}]}, "ai_maturity": {"score": 2, "confidence": "medium"}, "job_posts": {"count": 5, "confidence": "medium"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 1, "confidence": 0.8}}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}, "blockchain": {"available_engineers": 0}, "solidity": {"available_engineers": 0}, "rust": {"available_engineers": 0}}, "prior_thread": [{"role": "prospect", "content": "This looks interesting. How quickly could you provide 7 python engineers? We'd want them starting within the month."}], "task_instruction": "Respond to the prospect's question about python engineers. Check bench_summary availability before committing to any numbers. If the requested count exceeds availability, route to the delivery lead."}, "candidate_output": "Yes \u2014 we have 7 python engineers available now, so 7 is within our current capacity. I can have our delivery lead confirm start dates and stack fit in a 15-minute call. What does your calendar look like this week?", "ground_truth": {"expected_routing": "can_commit"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-009", "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470436+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "bench_requested": 7, "bench_available": 7, "stack": "python"}}
{"task_id": "TB-TD-060", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "9a3c23b9-4efc-4875-9ea8-648dc82b7214", "created_at": "2026-04-29T08:43:36.739932+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-043", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "228c02aa-1c10-4523-973c-423010e452fe", "created_at": "2026-04-29T08:43:36.739849+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-023", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "2aa62a0e-b7b6-4fc7-b4e7-d2d7b3cda208", "created_at": "2026-04-29T08:43:36.739757+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-052", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "6740a94c-87ee-4ee2-8f06-c86486d0782a", "created_at": "2026-04-29T08:43:36.739889+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-024", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "f91dc29e-3ee5-423b-bd9e-5dd70c7661e9", "created_at": "2026-04-29T08:43:36.739761+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-041", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "2c3ce618-463e-4477-a7c9-317e748fc9e6", "created_at": "2026-04-29T08:43:36.739839+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-007", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "f169ceb5-f17e-4494-bfd8-ea0fe8ec8799", "created_at": "2026-04-29T08:43:36.739682+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-056", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "288f1ea2-7311-4359-b226-eef00157ebc1", "created_at": "2026-04-29T08:43:36.739911+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-019", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "8b228199-30b0-4f4b-9e91-8ccf60c57202", "created_at": "2026-04-29T08:43:36.739740+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-050", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "83a3055c-db0d-43a7-84fa-35bb988e49b0", "created_at": "2026-04-29T08:43:36.739881+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-009", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "1fd3ffe3-0b78-47ff-8f3f-ae8e143e396a", "created_at": "2026-04-29T08:43:36.739691+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-025", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "86cedff9-c98f-437f-bca8-feddd42eac4d", "created_at": "2026-04-29T08:43:36.739766+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-047", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "e4ee0c10-0bdc-4c14-a942-b6a2ded04455", "created_at": "2026-04-29T08:43:36.739867+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-038", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "bc187b8c-2fb1-4ca4-94bb-7afd6396b2ac", "created_at": "2026-04-29T08:43:36.739826+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-011", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "21b140c8-1e02-47bb-8186-2ebfa175ee7a", "created_at": "2026-04-29T08:43:36.739701+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-016", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "28734e37-36ee-4541-a9ec-1664237c270e", "created_at": "2026-04-29T08:43:36.739723+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-059", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "bf0f94fe-f7a8-47f4-bc91-9f009d2665af", "created_at": "2026-04-29T08:43:36.739928+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-006", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "80f49e5b-784a-4743-b280-aefe0be6d5e5", "created_at": "2026-04-29T08:43:36.739678+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-034", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "a4015d40-a6cf-4728-9b11-ec922688d2a4", "created_at": "2026-04-29T08:43:36.739807+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-045", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "ed396caf-3835-4e5d-9a41-2dc40571e759", "created_at": "2026-04-29T08:43:36.739858+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-046", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "e8f5ee85-fc21-4d48-bbec-0728553eab8f", "created_at": "2026-04-29T08:43:36.739863+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-013", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "4c5de350-9882-4894-bde8-4013fc8cbdc5", "created_at": "2026-04-29T08:43:36.739710+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-049", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "03c822b6-ae6f-439e-9941-a96921be9121", "created_at": "2026-04-29T08:43:36.739876+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-020", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "2021c164-7e44-4447-8f2a-77e6b0fa6bc6", "created_at": "2026-04-29T08:43:36.739744+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-044", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "ab74567a-9060-4102-971e-83e54fefa8cb", "created_at": "2026-04-29T08:43:36.739853+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-021", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "0bf56f58-6168-4aff-ae99-fa1cb3b0bb0c", "created_at": "2026-04-29T08:43:36.739748+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-001", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "f16c5330-6820-4d0d-bb77-40c527546506", "created_at": "2026-04-29T08:43:36.739630+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-058", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "5ade9708-d68a-495a-b714-1dece2946633", "created_at": "2026-04-29T08:43:36.739923+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-054", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "6bdc1062-2c3a-4e6d-a6f9-bb8425324d11", "created_at": "2026-04-29T08:43:36.739899+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-026", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "2e121516-7811-44e2-87c4-0c89ec7a41ff", "created_at": "2026-04-29T08:43:36.739770+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-030", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "ab11c033-74fc-40ed-8973-4dd5c056c7a3", "created_at": "2026-04-29T08:43:36.739790+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-028", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "db643009-bd85-4871-bc2d-e7a347a9d8f0", "created_at": "2026-04-29T08:43:36.739779+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-005", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "94104a60-c4e4-4da9-9116-36bf41c3e8a1", "created_at": "2026-04-29T08:43:36.739672+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-055", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "b8ee5787-13fd-4034-979e-4f5b80092653", "created_at": "2026-04-29T08:43:36.739904+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-012", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "386c292d-0c8b-499e-882d-5b1d21bc4e0c", "created_at": "2026-04-29T08:43:36.739705+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-014", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "ee935f46-4ae4-48e9-9345-b7221ad1e659", "created_at": "2026-04-29T08:43:36.739714+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-018", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "bf178c5c-7693-4707-b4ba-4465f961aa0b", "created_at": "2026-04-29T08:43:36.739733+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-029", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "6910b90e-3a79-48b9-b6cb-9237715badef", "created_at": "2026-04-29T08:43:36.739785+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-032", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "7ac44723-d1b3-43bd-99e9-d5b21dd81496", "created_at": "2026-04-29T08:43:36.739799+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-036", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "6ed8b46c-98ae-40e1-b534-c96d5a7932ac", "created_at": "2026-04-29T08:43:36.739816+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-004", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "a901c069-df32-4ba5-8fc4-a021895bf961", "created_at": "2026-04-29T08:43:36.739666+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-TD-015", "task_type": "email_composition", "difficulty": "hard", "source_mode": "trace-derived", "input": {"hiring_signal_brief": {"company": {"name": "Unknown", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": false, "confidence": "low"}, "layoffs": {"has_recent_layoffs": false, "confidence": "low"}, "ai_maturity": {"score": 0, "confidence": "low"}, "job_posts": {"count": 0, "confidence": "low"}}, "icp_segment": {"segment": "abstain", "confidence": 0.0}, "honesty_flags": []}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Given this hiring signal brief, compose a grounded outreach email to the VP Engineering. Reference at least one verifiable signal. Email body must be under 120 words. Include subject line."}, "candidate_output": "", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": null, "week10_trace_ref": "5a487291-47fb-4d4b-9f36-a1a393d35c1b", "created_at": "2026-04-29T08:43:36.739719+00:00", "author_model": "trace-derived", "judge_model": null, "raw_trace_score": 0.5, "generation_seed": 42}}
{"task_id": "TB-PG-039", "task_type": "bench_commitment", "difficulty": "easy", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "TechCo", "employees": "51-100"}, "signals": {"funding": {"has_recent_funding": true, "confidence": "medium", "recent_rounds": [{"announced_on": "2026-02-01", "money_raised": {"currency": "USD", "value": 10000000}, "funding_type": "series_a"}]}, "ai_maturity": {"score": 2, "confidence": "medium"}, "job_posts": {"count": 5, "confidence": "medium"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 1, "confidence": 0.8}}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}, "blockchain": {"available_engineers": 0}, "solidity": {"available_engineers": 0}, "rust": {"available_engineers": 0}}, "prior_thread": [{"role": "prospect", "content": "This looks interesting. How quickly could you provide 5 data engineers? We'd want them starting within the month."}], "task_instruction": "Respond to the prospect's question about data engineers. Check bench_summary availability before committing to any numbers. If the requested count exceeds availability, route to the delivery lead."}, "candidate_output": "Yes \u2014 we have 9 data engineers available now, so 5 is within our current capacity. I can have our delivery lead confirm start dates and stack fit in a 15-minute call. What does your calendar look like this week?", "ground_truth": {"expected_routing": "can_commit"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-009", "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470515+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "bench_requested": 5, "bench_available": 9, "stack": "data"}}
{"task_id": "TB-PG-021", "task_type": "bench_commitment", "difficulty": "easy", "source_mode": "programmatic", "input": {"hiring_signal_brief": {"company": {"name": "TechCo", "employees": "51-100"}, "signals": {"funding": {"has_recent_funding": true, "confidence": "medium", "recent_rounds": [{"announced_on": "2026-02-01", "money_raised": {"currency": "USD", "value": 10000000}, "funding_type": "series_a"}]}, "ai_maturity": {"score": 2, "confidence": "medium"}, "job_posts": {"count": 5, "confidence": "medium"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 1, "confidence": 0.8}}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}, "blockchain": {"available_engineers": 0}, "solidity": {"available_engineers": 0}, "rust": {"available_engineers": 0}}, "prior_thread": [{"role": "prospect", "content": "This looks interesting. How quickly could you provide 3 python engineers? We'd want them starting within the month."}], "task_instruction": "Respond to the prospect's question about python engineers. Check bench_summary availability before committing to any numbers. If the requested count exceeds availability, route to the delivery lead."}, "candidate_output": "Yes \u2014 we have 7 python engineers available now, so 3 is within our current capacity. I can have our delivery lead confirm start dates and stack fit in a 15-minute call. What does your calendar look like this week?", "ground_truth": {"expected_routing": "can_commit"}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-009", "week10_trace_ref": null, "created_at": "2026-04-29T08:43:36.470427+00:00", "author_model": "human", "judge_model": null, "generation_seed": 42, "bench_requested": 3, "bench_available": 7, "stack": "python"}}
{"task_id": "TB-ML-017", "task_type": "email_composition", "difficulty": "medium", "source_mode": "multi-llm-synthesis", "input": {"hiring_signal_brief": {"company": {"name": "DataScale Inc", "employees": "51-100", "country": "US"}, "signals": {"funding": {"has_recent_funding": true, "confidence": "medium", "recent_rounds": [{"announced_on": "2026-03-01", "money_raised": {"currency": "USD", "value": 8000000}, "funding_type": "series_a"}]}, "ai_maturity": {"score": 2, "confidence": "medium", "signals": ["Snowflake tech stack", "ML Engineer role open"]}, "job_posts": {"count": 4, "confidence": "medium", "confidence_reason": "4 engineering posts found"}, "layoffs": {"has_recent_layoffs": false}, "leadership_change": {"has_leadership_change": false}}, "icp_segment": {"segment": 1, "confidence": 0.75}, "honesty_flags": ["weak_hiring_velocity_signal"]}, "bench_summary": {"python": {"available_engineers": 7}, "ml": {"available_engineers": 5}, "data": {"available_engineers": 9}, "go": {"available_engineers": 3}, "infra": {"available_engineers": 4}}, "prior_thread": [], "task_instruction": "Compose a cold outreach email to the VP Engineering. Reference at least one verifiable signal from the brief. Body under 120 words. Include subject line. Do not claim 'aggressive hiring' \u2014 job count is below threshold."}, "candidate_output": "Subject: Request: 15 minutes re DataScale Inc engineering roadmap\n\nHi,\n\nTwo peers in your sector have recently scaled ML teams ahead of product launches. Curious whether that's on your roadmap or already planned internally.\n\nWe work with Series A teams typically 3-4 months post-raise. Happy to share what we've seen.\n\nBest,\nResearch Partner\nTenacious", "ground_truth": {}, "rubric_scores": null, "final_score": null, "pass": null, "metadata": {"week10_probe_ref": "P-005", "week10_trace_ref": null, "created_at": "2026-04-29T08:52:05.725877+00:00", "author_model": "template", "judge_model": "simulated", "judge_score": 0.6, "judge_reasoning": "Simulated score 0.6", "primary_failure": "tone", "generation_seed": 42, "generation_mode": "template"}}