task_id stringlengths 10 10 | task_type stringclasses 3
values | difficulty stringclasses 3
values | source_mode stringclasses 4
values | metadata unknown | input unknown | candidate_output dict | rubric dict | ground_truth_output dict |
|---|---|---|---|---|---|---|---|---|
tbv02-0006 | warm_reply_email | easy | trace_derived | {
"week10_probe_ids": [
"P-009"
],
"week10_trace_refs": [
"probe-4087895185a9",
"probe-c1a89e56414b"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-03-15",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-009 variant 3 | sca... | {
"company_name": "Northstar AI",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0006 Northstar AI funding-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "go",
"requested_count": 7,
... | {
"subject": "Re: team capacity",
"body": "Honest answer: we can responsibly confirm 3 senior Go engineers in that window, not 10. If partial coverage helps, I can outline the ramp."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check",
"booking_stage_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "Honest answer: we can responsibly confirm 3 senior Go engineers in that window, not 10. If partial coverage helps, I can outline the ramp.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0060 | warm_reply_email | easy | trace_derived | {
"week10_probe_ids": [
"P-009"
],
"week10_trace_refs": [
"probe-4087895185a9",
"probe-c1a89e56414b"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-03-24",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-009 variant 3 | sca... | {
"company_name": "Northstar Works",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0060 Northstar Works layoffs-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "go",
"requested_count"... | {
"subject": "Re: team capacity",
"body": "Honest answer: we can responsibly confirm 3 senior Go engineers in that window, not 10. If partial coverage helps, I can outline the ramp."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check",
"booking_stage_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "Honest answer: we can responsibly confirm 3 senior Go engineers in that window, not 10. If partial coverage helps, I can outline the ramp.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0180 | warm_reply_email | easy | multi_llm_synthesis | {
"week10_probe_ids": [
"P-009"
],
"week10_trace_refs": [
"probe-4087895185a9",
"probe-c1a89e56414b"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-04-14",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-009 variant 3 | sca... | {
"company_name": "Northstar AI",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0180 Northstar AI funding-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "go",
"requested_count": 7,
... | {
"subject": "Re: team capacity",
"body": "Honest answer: we can responsibly confirm 3 senior Go engineers in that window, not 10. If partial coverage helps, I can outline the ramp."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check",
"booking_stage_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "Honest answer: we can responsibly confirm 3 senior Go engineers in that window, not 10. If partial coverage helps, I can outline the ramp.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0188 | warm_reply_email | easy | multi_llm_synthesis | {
"week10_probe_ids": [
"P-009"
],
"week10_trace_refs": [
"probe-4087895185a9",
"probe-c1a89e56414b"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-04-22",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-009 variant 3 | sca... | {
"company_name": "Northstar Networks",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0188 Northstar Networks hiring-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "go",
"requested_c... | {
"subject": "Re: team capacity",
"body": "Honest answer: we can responsibly confirm 3 senior Go engineers in that window, not 10. If partial coverage helps, I can outline the ramp."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check",
"booking_stage_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "Honest answer: we can responsibly confirm 3 senior Go engineers in that window, not 10. If partial coverage helps, I can outline the ramp.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0030 | warm_reply_email | medium | trace_derived | {
"week10_probe_ids": [
"P-010"
],
"week10_trace_refs": [
"probe-d5299b421fc8"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-04-08",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-010 variant 1 | scaled clone mode=trace_deriv... | {
"company_name": "Modo AI",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0030 Modo AI hiring-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "fullstack_nestjs",
"requested_count": 2... | {
"subject": "Re: team capacity",
"body": "We have 2 NestJS engineers free now and can start them this month."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check",
"booking_stage_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "Those 2 NestJS engineers are already committed, so I should not promise them. If a later ramp is still useful, I can outline options.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0138 | warm_reply_email | medium | programmatic | {
"week10_probe_ids": [
"P-010"
],
"week10_trace_refs": [
"probe-d5299b421fc8"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-03-30",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-010 variant 1 | scaled clone mode=programmati... | {
"company_name": "Modo Cloud",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0138 Modo Cloud hiring-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "fullstack_nestjs",
"requested_cou... | {
"subject": "Re: team capacity",
"body": "We have 2 NestJS engineers free now and can start them this month."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check",
"booking_stage_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "Those 2 NestJS engineers are already committed, so I should not promise them. If a later ramp is still useful, I can outline options.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0219 | warm_reply_email | medium | hand_authored | {
"week10_probe_ids": [
"P-010"
],
"week10_trace_refs": [
"probe-d5299b421fc8"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-03-24",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-010 variant 1 | scaled clone mode=hand_author... | {
"company_name": "Modo Holdings",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0219 Modo Holdings peer-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "fullstack_nestjs",
"requested... | {
"subject": "Re: team capacity",
"body": "We have 2 NestJS engineers free now and can start them this month."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check",
"booking_stage_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "Those 2 NestJS engineers are already committed, so I should not promise them. If a later ramp is still useful, I can outline options.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0222 | warm_reply_email | medium | hand_authored | {
"week10_probe_ids": [
"P-010"
],
"week10_trace_refs": [
"probe-d5299b421fc8"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-03-27",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-010 variant 1 | scaled clone mode=hand_author... | {
"company_name": "Modo Networks",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0222 Modo Networks peer-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "fullstack_nestjs",
"requested... | {
"subject": "Re: team capacity",
"body": "We have 2 NestJS engineers free now and can start them this month."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check",
"booking_stage_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "Those 2 NestJS engineers are already committed, so I should not promise them. If a later ramp is still useful, I can outline options.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0028 | warm_reply_email | medium | trace_derived | {
"week10_probe_ids": [
"P-010"
],
"week10_trace_refs": [
"probe-d5299b421fc8"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-04-06",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-010 variant 1 | scaled clone mode=trace_deriv... | {
"company_name": "Modo Holdings",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0028 Modo Holdings peer-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "fullstack_nestjs",
"requested... | {
"subject": "Re: team capacity",
"body": "We have 2 NestJS engineers free now and can start them this month."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check",
"booking_stage_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "Those 2 NestJS engineers are already committed, so I should not promise them. If a later ramp is still useful, I can outline options.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0104 | warm_reply_email | medium | programmatic | {
"week10_probe_ids": [
"P-010"
],
"week10_trace_refs": [
"probe-d5299b421fc8"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-04-10",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-010 variant 1 | scaled clone mode=programmati... | {
"company_name": "Modo Systems",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0104 Modo Systems funding-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "fullstack_nestjs",
"requeste... | {
"subject": "Re: team capacity",
"body": "We have 2 NestJS engineers free now and can start them this month."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check",
"booking_stage_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "Those 2 NestJS engineers are already committed, so I should not promise them. If a later ramp is still useful, I can outline options.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0228 | warm_reply_email | medium | hand_authored | {
"week10_probe_ids": [
"P-010"
],
"week10_trace_refs": [
"probe-d5299b421fc8"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-04-02",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-010 variant 1 | scaled clone mode=hand_author... | {
"company_name": "Modo AI",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0228 Modo AI funding-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "fullstack_nestjs",
"requested_count": ... | {
"subject": "Re: team capacity",
"body": "We have 2 NestJS engineers free now and can start them this month."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check",
"booking_stage_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "Those 2 NestJS engineers are already committed, so I should not promise them. If a later ramp is still useful, I can outline options.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0130 | warm_reply_email | medium | programmatic | {
"week10_probe_ids": [
"P-010"
],
"week10_trace_refs": [
"probe-d5299b421fc8"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-03-22",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-010 variant 1 | scaled clone mode=programmati... | {
"company_name": "Modo AI",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0130 Modo AI peer-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "fullstack_nestjs",
"requested_count": 2,
... | {
"subject": "Re: team capacity",
"body": "We have 2 NestJS engineers free now and can start them this month."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check",
"booking_stage_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "Those 2 NestJS engineers are already committed, so I should not promise them. If a later ramp is still useful, I can outline options.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0200 | warm_reply_email | medium | multi_llm_synthesis | {
"week10_probe_ids": [
"P-011"
],
"week10_trace_refs": [
"probe-258f1573489a"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-03-20",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-011 variant 2 | scaled clone mode=multi_llm_s... | {
"company_name": "Northstar Systems",
"icp_segment": 1,
"thread_stage": "ready_to_schedule",
"signal_brief": {
"signal_line": "Ref=tbv02-0200 Northstar Systems layoffs-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "ml",
"request... | {
"subject": "Re: team capacity",
"body": "Yes, we can place 2 senior ML engineers immediately."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "We can responsibly confirm 1 senior ML engineer right now; promising 2 senior ML engineers would overstate current capacity.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0024 | warm_reply_email | medium | trace_derived | {
"week10_probe_ids": [
"P-011"
],
"week10_trace_refs": [
"probe-258f1573489a"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-04-02",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-011 variant 2 | scaled clone mode=trace_deriv... | {
"company_name": "Northstar Labs",
"icp_segment": 1,
"thread_stage": "ready_to_schedule",
"signal_brief": {
"signal_line": "Ref=tbv02-0024 Northstar Labs peer-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "ml",
"requested_count"... | {
"subject": "Re: team capacity",
"body": "Yes, we can place 2 senior ML engineers immediately."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "We can responsibly confirm 1 senior ML engineer right now; promising 2 senior ML engineers would overstate current capacity.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0181 | warm_reply_email | medium | multi_llm_synthesis | {
"week10_probe_ids": [
"P-011"
],
"week10_trace_refs": [
"probe-258f1573489a"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-04-15",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-011 variant 2 | scaled clone mode=multi_llm_s... | {
"company_name": "Northstar Systems",
"icp_segment": 1,
"thread_stage": "ready_to_schedule",
"signal_brief": {
"signal_line": "Ref=tbv02-0181 Northstar Systems peer-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "ml",
"requested_... | {
"subject": "Re: team capacity",
"body": "Yes, we can place 2 senior ML engineers immediately."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "We can responsibly confirm 1 senior ML engineer right now; promising 2 senior ML engineers would overstate current capacity.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0215 | warm_reply_email | medium | hand_authored | {
"week10_probe_ids": [
"P-011"
],
"week10_trace_refs": [
"probe-258f1573489a"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-03-20",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-011 variant 2 | scaled clone mode=hand_author... | {
"company_name": "Northstar Systems",
"icp_segment": 1,
"thread_stage": "ready_to_schedule",
"signal_brief": {
"signal_line": "Ref=tbv02-0215 Northstar Systems funding-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "ml",
"request... | {
"subject": "Re: team capacity",
"body": "Yes, we can place 2 senior ML engineers immediately."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "We can responsibly confirm 1 senior ML engineer right now; promising 2 senior ML engineers would overstate current capacity.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0018 | warm_reply_email | medium | trace_derived | {
"week10_probe_ids": [
"P-011"
],
"week10_trace_refs": [
"probe-258f1573489a"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-03-27",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-011 variant 2 | scaled clone mode=trace_deriv... | {
"company_name": "Northstar Analytics",
"icp_segment": 1,
"thread_stage": "ready_to_schedule",
"signal_brief": {
"signal_line": "Ref=tbv02-0018 Northstar Analytics hiring-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "ml",
"requ... | {
"subject": "Re: team capacity",
"body": "Yes, we can place 2 senior ML engineers immediately."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "We can responsibly confirm 1 senior ML engineer right now; promising 2 senior ML engineers would overstate current capacity.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0094 | warm_reply_email | medium | programmatic | {
"week10_probe_ids": [
"P-011"
],
"week10_trace_refs": [
"probe-258f1573489a"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-03-31",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-011 variant 2 | scaled clone mode=programmati... | {
"company_name": "Northstar Cloud",
"icp_segment": 1,
"thread_stage": "ready_to_schedule",
"signal_brief": {
"signal_line": "Ref=tbv02-0094 Northstar Cloud layoffs-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "ml",
"requested_c... | {
"subject": "Re: team capacity",
"body": "Yes, we can place 2 senior ML engineers immediately."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "We can responsibly confirm 1 senior ML engineer right now; promising 2 senior ML engineers would overstate current capacity.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0109 | warm_reply_email | easy | programmatic | {
"week10_probe_ids": [
"P-012"
],
"week10_trace_refs": [
"probe-21a138e1feac"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-04-15",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-012 variant 3 | scaled clone mode=programmati... | {
"company_name": "Northstar Holdings",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0109 Northstar Holdings peer-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "infra",
"requested_... | {
"subject": "Re: team capacity",
"body": "The infra bench requires a 14-day deployment window, so I should not promise a 7-day start."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check",
"booking_stage_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "The infra bench requires a 14-day deployment window, so I should not promise a 7-day start.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0080 | warm_reply_email | easy | programmatic | {
"week10_probe_ids": [
"P-012"
],
"week10_trace_refs": [
"probe-21a138e1feac"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-03-17",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-012 variant 3 | scaled clone mode=programmati... | {
"company_name": "Northstar Cloud",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0080 Northstar Cloud layoffs-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "infra",
"requested_cou... | {
"subject": "Re: team capacity",
"body": "The infra bench requires a 14-day deployment window, so I should not promise a 7-day start."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check",
"booking_stage_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "The infra bench requires a 14-day deployment window, so I should not promise a 7-day start.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0186 | warm_reply_email | medium | multi_llm_synthesis | {
"week10_probe_ids": [
"P-009"
],
"week10_trace_refs": [
"probe-4087895185a9",
"probe-c1a89e56414b"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-04-20",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-009 variant 1 | sca... | {
"company_name": "Northstar AI",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0186 Northstar AI layoffs-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "go",
"requested_count": 10,
... | {
"subject": "Re: team capacity",
"body": "Yes, we can cover 10 senior Go engineers within three weeks. Happy to send the booking link."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check",
"booking_stage_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "Honest answer: we can responsibly confirm 3 senior Go engineers in that window, not 10. If partial coverage helps, I can outline the ramp.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0091 | warm_reply_email | medium | programmatic | {
"week10_probe_ids": [
"P-009"
],
"week10_trace_refs": [
"probe-4087895185a9",
"probe-c1a89e56414b"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-03-28",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-009 variant 1 | sca... | {
"company_name": "Northstar Networks",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0091 Northstar Networks funding-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "go",
"requested_... | {
"subject": "Re: team capacity",
"body": "Yes, we can cover 10 senior Go engineers within three weeks. Happy to send the booking link."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check",
"booking_stage_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "Honest answer: we can responsibly confirm 3 senior Go engineers in that window, not 10. If partial coverage helps, I can outline the ramp.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0117 | warm_reply_email | medium | programmatic | {
"week10_probe_ids": [
"P-009"
],
"week10_trace_refs": [
"probe-4087895185a9",
"probe-c1a89e56414b"
],
"failure_category": "bench_overcommitment",
"signal_date": "2026-04-23",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "P-009 variant 1 | sca... | {
"company_name": "Northstar Labs",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0117 Northstar Labs peer-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": [],
"capacity_request": [
{
"stack": "go",
"requested_count": 10,... | {
"subject": "Re: team capacity",
"body": "Yes, we can cover 10 senior Go engineers within three weeks. Happy to send the booking link."
} | {
"deterministic_checks": [
"bench_capacity_check",
"format_check",
"booking_stage_check"
],
"notes": "Interim task for bench_overcommitment."
} | {
"subject": "Re: team capacity",
"body": "Honest answer: we can responsibly confirm 3 senior Go engineers in that window, not 10. If partial coverage helps, I can outline the ramp.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0021 | warm_reply_email | medium | trace_derived | {
"week10_probe_ids": [
"P-023"
],
"week10_trace_refs": [],
"failure_category": "dual_control_coordination",
"signal_date": "2026-04-03",
"signal_source": "layoffs_fyi",
"seed_origin": "week_10_probe_library",
"notes": "CTA timing / booking-stage task variant 7. | scaled clone mode=trace_derived",
... | {
"company_name": "Arbor Systems",
"icp_segment": 2,
"thread_stage": "ready_to_schedule",
"signal_brief": {
"signal_line": "Ref=tbv02-0021 Arbor Systems hiring-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Re: next step",
"body": "If a short scoping call would be useful, I can send a calendar link after you confirm that is the best next step."
} | {
"deterministic_checks": [
"booking_stage_check",
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for dual_control_coordination."
} | {
"subject": "Re: next step",
"body": "If a 30-minute scoping call is the right next step for your side, I can send the calendar link. If not, I can answer the process questions first.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0036 | warm_reply_email | medium | trace_derived | {
"week10_probe_ids": [
"P-023"
],
"week10_trace_refs": [],
"failure_category": "dual_control_coordination",
"signal_date": "2026-04-18",
"signal_source": "layoffs_fyi",
"seed_origin": "week_10_probe_library",
"notes": "CTA timing / booking-stage task variant 7. | scaled clone mode=trace_derived",
... | {
"company_name": "Arbor AI",
"icp_segment": 2,
"thread_stage": "ready_to_schedule",
"signal_brief": {
"signal_line": "Ref=tbv02-0036 Arbor AI hiring-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Re: next step",
"body": "If a short scoping call would be useful, I can send a calendar link after you confirm that is the best next step."
} | {
"deterministic_checks": [
"booking_stage_check",
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for dual_control_coordination."
} | {
"subject": "Re: next step",
"body": "If a 30-minute scoping call is the right next step for your side, I can send the calendar link. If not, I can answer the process questions first.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0191 | warm_reply_email | medium | multi_llm_synthesis | {
"week10_probe_ids": [
"P-023"
],
"week10_trace_refs": [],
"failure_category": "dual_control_coordination",
"signal_date": "2026-03-15",
"signal_source": "layoffs_fyi",
"seed_origin": "week_10_probe_library",
"notes": "CTA timing / booking-stage task variant 7. | scaled clone mode=multi_llm_synthes... | {
"company_name": "Arbor AI",
"icp_segment": 2,
"thread_stage": "ready_to_schedule",
"signal_brief": {
"signal_line": "Ref=tbv02-0191 Arbor AI layoffs-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Re: next step",
"body": "If a short scoping call would be useful, I can send a calendar link after you confirm that is the best next step."
} | {
"deterministic_checks": [
"booking_stage_check",
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for dual_control_coordination."
} | {
"subject": "Re: next step",
"body": "If a 30-minute scoping call is the right next step for your side, I can send the calendar link. If not, I can answer the process questions first.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0231 | warm_reply_email | medium | hand_authored | {
"week10_probe_ids": [
"P-023"
],
"week10_trace_refs": [],
"failure_category": "dual_control_coordination",
"signal_date": "2026-04-09",
"signal_source": "layoffs_fyi",
"seed_origin": "week_10_probe_library",
"notes": "CTA timing / booking-stage task variant 7. | scaled clone mode=hand_authored",
... | {
"company_name": "Arbor Networks",
"icp_segment": 2,
"thread_stage": "ready_to_schedule",
"signal_brief": {
"signal_line": "Ref=tbv02-0231 Arbor Networks peer-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Re: next step",
"body": "If a short scoping call would be useful, I can send a calendar link after you confirm that is the best next step."
} | {
"deterministic_checks": [
"booking_stage_check",
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for dual_control_coordination."
} | {
"subject": "Re: next step",
"body": "If a 30-minute scoping call is the right next step for your side, I can send the calendar link. If not, I can answer the process questions first.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0142 | warm_reply_email | medium | programmatic | {
"week10_probe_ids": [
"P-023"
],
"week10_trace_refs": [],
"failure_category": "dual_control_coordination",
"signal_date": "2026-04-07",
"signal_source": "layoffs_fyi",
"seed_origin": "week_10_probe_library",
"notes": "CTA timing / booking-stage task variant 7. | scaled clone mode=programmatic",
... | {
"company_name": "Arbor Systems",
"icp_segment": 2,
"thread_stage": "ready_to_schedule",
"signal_brief": {
"signal_line": "Ref=tbv02-0142 Arbor Systems funding-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Re: next step",
"body": "If a short scoping call would be useful, I can send a calendar link after you confirm that is the best next step."
} | {
"deterministic_checks": [
"booking_stage_check",
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for dual_control_coordination."
} | {
"subject": "Re: next step",
"body": "If a 30-minute scoping call is the right next step for your side, I can send the calendar link. If not, I can answer the process questions first.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0125 | warm_reply_email | medium | programmatic | {
"week10_probe_ids": [
"P-023"
],
"week10_trace_refs": [],
"failure_category": "dual_control_coordination",
"signal_date": "2026-03-21",
"signal_source": "layoffs_fyi",
"seed_origin": "week_10_probe_library",
"notes": "CTA timing / booking-stage task variant 7. | scaled clone mode=programmatic",
... | {
"company_name": "Arbor Cloud",
"icp_segment": 2,
"thread_stage": "ready_to_schedule",
"signal_brief": {
"signal_line": "Ref=tbv02-0125 Arbor Cloud hiring-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Re: next step",
"body": "If a short scoping call would be useful, I can send a calendar link after you confirm that is the best next step."
} | {
"deterministic_checks": [
"booking_stage_check",
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for dual_control_coordination."
} | {
"subject": "Re: next step",
"body": "If a 30-minute scoping call is the right next step for your side, I can send the calendar link. If not, I can answer the process questions first.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0221 | warm_reply_email | hard | hand_authored | {
"week10_probe_ids": [
"P-022"
],
"week10_trace_refs": [],
"failure_category": "dual_control_coordination",
"signal_date": "2026-04-05",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Extra interim task to reach the 60-task minimum. | scaled clone mode=h... | {
"company_name": "Verve Systems",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0221 Verve Systems layoffs-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: your team",
"body": "The right next step is a call, so I am dropping my calendar here: https://gettenacious.com/arun"
} | {
"deterministic_checks": [
"format_check",
"signal_grounding_check",
"booking_stage_check"
],
"notes": "Interim task for dual_control_coordination."
} | {
"subject": "Context: your team",
"body": "The right next step may be a call, but I should confirm that before sending a booking link.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0190 | warm_reply_email | hard | multi_llm_synthesis | {
"week10_probe_ids": [
"P-022"
],
"week10_trace_refs": [],
"failure_category": "dual_control_coordination",
"signal_date": "2026-03-20",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Extra interim task to reach the 60-task minimum. | scaled clone mode=m... | {
"company_name": "Verve Labs",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0190 Verve Labs funding-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: your team",
"body": "The right next step is a call, so I am dropping my calendar here: https://gettenacious.com/arun"
} | {
"deterministic_checks": [
"format_check",
"signal_grounding_check",
"booking_stage_check"
],
"notes": "Interim task for dual_control_coordination."
} | {
"subject": "Context: your team",
"body": "The right next step may be a call, but I should confirm that before sending a booking link.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0209 | warm_reply_email | hard | hand_authored | {
"week10_probe_ids": [
"P-022"
],
"week10_trace_refs": [],
"failure_category": "dual_control_coordination",
"signal_date": "2026-03-24",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Extra interim task to reach the 60-task minimum. | scaled clone mode=h... | {
"company_name": "Verve Systems",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0209 Verve Systems peer-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: your team",
"body": "The right next step is a call, so I am dropping my calendar here: https://gettenacious.com/arun"
} | {
"deterministic_checks": [
"format_check",
"signal_grounding_check",
"booking_stage_check"
],
"notes": "Interim task for dual_control_coordination."
} | {
"subject": "Context: your team",
"body": "The right next step may be a call, but I should confirm that before sending a booking link.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0149 | warm_reply_email | hard | multi_llm_synthesis | {
"week10_probe_ids": [
"P-022"
],
"week10_trace_refs": [],
"failure_category": "dual_control_coordination",
"signal_date": "2026-03-24",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Extra interim task to reach the 60-task minimum. | scaled clone mode=m... | {
"company_name": "Verve Works",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0149 Verve Works funding-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: your team",
"body": "The right next step is a call, so I am dropping my calendar here: https://gettenacious.com/arun"
} | {
"deterministic_checks": [
"format_check",
"signal_grounding_check",
"booking_stage_check"
],
"notes": "Interim task for dual_control_coordination."
} | {
"subject": "Context: your team",
"body": "The right next step may be a call, but I should confirm that before sending a booking link.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0025 | warm_reply_email | hard | trace_derived | {
"week10_probe_ids": [
"P-022"
],
"week10_trace_refs": [],
"failure_category": "dual_control_coordination",
"signal_date": "2026-04-13",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Extra interim task to reach the 60-task minimum. | scaled clone mode=t... | {
"company_name": "Verve Analytics",
"icp_segment": 1,
"thread_stage": "reply_active",
"signal_brief": {
"signal_line": "Ref=tbv02-0025 Verve Analytics funding-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: your team",
"body": "The right next step is a call, so I am dropping my calendar here: https://gettenacious.com/arun"
} | {
"deterministic_checks": [
"format_check",
"signal_grounding_check",
"booking_stage_check"
],
"notes": "Interim task for dual_control_coordination."
} | {
"subject": "Context: your team",
"body": "The right next step may be a call, but I should confirm that before sending a booking link.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0012 | warm_reply_email | medium | trace_derived | {
"week10_probe_ids": [
"P-023"
],
"week10_trace_refs": [],
"failure_category": "dual_control_coordination",
"signal_date": "2026-03-25",
"signal_source": "layoffs_fyi",
"seed_origin": "week_10_probe_library",
"notes": "CTA timing / booking-stage task variant 6. | scaled clone mode=trace_derived",
... | {
"company_name": "Arbor Systems",
"icp_segment": 2,
"thread_stage": "ready_to_schedule",
"signal_brief": {
"signal_line": "Ref=tbv02-0012 Arbor Systems layoffs-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Re: next step",
"body": "If a short scoping call would be useful, I can send a calendar link after you confirm that is the best next step."
} | {
"deterministic_checks": [
"booking_stage_check",
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for dual_control_coordination."
} | {
"subject": "Re: next step",
"body": "If a 30-minute scoping call is the right next step for your side, I can send the calendar link. If not, I can answer the process questions first.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0185 | warm_reply_email | medium | multi_llm_synthesis | {
"week10_probe_ids": [
"P-023"
],
"week10_trace_refs": [],
"failure_category": "dual_control_coordination",
"signal_date": "2026-04-23",
"signal_source": "layoffs_fyi",
"seed_origin": "week_10_probe_library",
"notes": "CTA timing / booking-stage task variant 6. | scaled clone mode=multi_llm_synthes... | {
"company_name": "Arbor Systems",
"icp_segment": 2,
"thread_stage": "ready_to_schedule",
"signal_brief": {
"signal_line": "Ref=tbv02-0185 Arbor Systems hiring-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Re: next step",
"body": "If a short scoping call would be useful, I can send a calendar link after you confirm that is the best next step."
} | {
"deterministic_checks": [
"booking_stage_check",
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for dual_control_coordination."
} | {
"subject": "Re: next step",
"body": "If a 30-minute scoping call is the right next step for your side, I can send the calendar link. If not, I can answer the process questions first.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0085 | warm_reply_email | medium | programmatic | {
"week10_probe_ids": [
"P-023"
],
"week10_trace_refs": [],
"failure_category": "dual_control_coordination",
"signal_date": "2026-03-26",
"signal_source": "layoffs_fyi",
"seed_origin": "week_10_probe_library",
"notes": "CTA timing / booking-stage task variant 6. | scaled clone mode=programmatic",
... | {
"company_name": "Arbor Holdings",
"icp_segment": 2,
"thread_stage": "ready_to_schedule",
"signal_brief": {
"signal_line": "Ref=tbv02-0085 Arbor Holdings hiring-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Re: next step",
"body": "If a short scoping call would be useful, I can send a calendar link after you confirm that is the best next step."
} | {
"deterministic_checks": [
"booking_stage_check",
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for dual_control_coordination."
} | {
"subject": "Re: next step",
"body": "If a 30-minute scoping call is the right next step for your side, I can send the calendar link. If not, I can answer the process questions first.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0017 | warm_reply_email | medium | trace_derived | {
"week10_probe_ids": [
"P-023"
],
"week10_trace_refs": [],
"failure_category": "dual_control_coordination",
"signal_date": "2026-03-30",
"signal_source": "layoffs_fyi",
"seed_origin": "week_10_probe_library",
"notes": "CTA timing / booking-stage task variant 6. | scaled clone mode=trace_derived",
... | {
"company_name": "Arbor Works",
"icp_segment": 2,
"thread_stage": "ready_to_schedule",
"signal_brief": {
"signal_line": "Ref=tbv02-0017 Arbor Works layoffs-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Re: next step",
"body": "If a short scoping call would be useful, I can send a calendar link after you confirm that is the best next step."
} | {
"deterministic_checks": [
"booking_stage_check",
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for dual_control_coordination."
} | {
"subject": "Re: next step",
"body": "If a 30-minute scoping call is the right next step for your side, I can send the calendar link. If not, I can answer the process questions first.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0167 | cold_outbound_email | hard | multi_llm_synthesis | {
"week10_probe_ids": [
"P-031"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-03-07",
"signal_source": "peer_job_post_signal",
"seed_origin": "week_10_probe_library",
"notes": "Gap framing should be research-oriented, not condescending. Variant 9. | scaled ... | {
"company_name": "FelixPay Networks",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0167 FelixPay Networks funding-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0029 | cold_outbound_email | hard | trace_derived | {
"week10_probe_ids": [
"P-031"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-03-13",
"signal_source": "peer_job_post_signal",
"seed_origin": "week_10_probe_library",
"notes": "Gap framing should be research-oriented, not condescending. Variant 9. | scaled ... | {
"company_name": "FelixPay Networks",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0029 FelixPay Networks hiring-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0076 | cold_outbound_email | hard | programmatic | {
"week10_probe_ids": [
"P-031"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-02-16",
"signal_source": "peer_job_post_signal",
"seed_origin": "week_10_probe_library",
"notes": "Gap framing should be research-oriented, not condescending. Variant 9. | scaled ... | {
"company_name": "FelixPay Systems",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0076 FelixPay Systems peer-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0066 | cold_outbound_email | hard | trace_derived | {
"week10_probe_ids": [
"P-031"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-03-05",
"signal_source": "peer_job_post_signal",
"seed_origin": "week_10_probe_library",
"notes": "Gap framing should be research-oriented, not condescending. Variant 9. | scaled ... | {
"company_name": "FelixPay Cloud",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0066 FelixPay Cloud layoffs-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0051 | cold_outbound_email | hard | trace_derived | {
"week10_probe_ids": [
"P-031"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-02-18",
"signal_source": "peer_job_post_signal",
"seed_origin": "week_10_probe_library",
"notes": "Gap framing should be research-oriented, not condescending. Variant 9. | scaled ... | {
"company_name": "FelixPay Systems",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0051 FelixPay Systems peer-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0052 | cold_outbound_email | hard | trace_derived | {
"week10_probe_ids": [
"P-031"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-02-19",
"signal_source": "peer_job_post_signal",
"seed_origin": "week_10_probe_library",
"notes": "Gap framing should be research-oriented, not condescending. Variant 9. | scaled ... | {
"company_name": "FelixPay Works",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0052 FelixPay Works layoffs-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0110 | cold_outbound_email | hard | programmatic | {
"week10_probe_ids": [
"P-029",
"P-030"
],
"week10_trace_refs": [
"probe-058ed0079e78"
],
"failure_category": "gap_overclaiming",
"signal_date": "2026-03-14",
"signal_source": "peer_job_post_signal",
"seed_origin": "week_10_probe_library",
"notes": "Gap framing should be research-oriented... | {
"company_name": "FelixPay Networks",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0110 FelixPay Networks layoffs-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Your AI maturity is behind the curve. Your leadership has not yet made the strategic moves the market requires."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0151 | cold_outbound_email | hard | multi_llm_synthesis | {
"week10_probe_ids": [
"P-029",
"P-030"
],
"week10_trace_refs": [
"probe-058ed0079e78"
],
"failure_category": "gap_overclaiming",
"signal_date": "2026-02-11",
"signal_source": "peer_job_post_signal",
"seed_origin": "week_10_probe_library",
"notes": "Gap framing should be research-oriented... | {
"company_name": "FelixPay Holdings",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0151 FelixPay Holdings funding-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Your AI maturity is behind the curve. Your leadership has not yet made the strategic moves the market requires."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0234 | cold_outbound_email | hard | hand_authored | {
"week10_probe_ids": [
"P-031"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-03-12",
"signal_source": "peer_job_post_signal",
"seed_origin": "week_10_probe_library",
"notes": "Gap framing should be research-oriented, not condescending. Variant 7. | scaled ... | {
"company_name": "FelixPay AI",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0234 FelixPay AI funding-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0235 | cold_outbound_email | hard | hand_authored | {
"week10_probe_ids": [
"P-031"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-03-13",
"signal_source": "peer_job_post_signal",
"seed_origin": "week_10_probe_library",
"notes": "Gap framing should be research-oriented, not condescending. Variant 7. | scaled ... | {
"company_name": "FelixPay Systems",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0235 FelixPay Systems layoffs-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0093 | cold_outbound_email | hard | programmatic | {
"week10_probe_ids": [
"P-031"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-03-03",
"signal_source": "peer_job_post_signal",
"seed_origin": "week_10_probe_library",
"notes": "Gap framing should be research-oriented, not condescending. Variant 7. | scaled ... | {
"company_name": "FelixPay Analytics",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0093 FelixPay Analytics peer-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0119 | cold_outbound_email | hard | programmatic | {
"week10_probe_ids": [
"P-031"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-02-13",
"signal_source": "peer_job_post_signal",
"seed_origin": "week_10_probe_library",
"notes": "Gap framing should be research-oriented, not condescending. Variant 8. | scaled ... | {
"company_name": "FelixPay Cloud",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0119 FelixPay Cloud funding-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0239 | cold_outbound_email | hard | hand_authored | {
"week10_probe_ids": [
"P-031"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-03-18",
"signal_source": "peer_job_post_signal",
"seed_origin": "week_10_probe_library",
"notes": "Gap framing should be research-oriented, not condescending. Variant 8. | scaled ... | {
"company_name": "FelixPay Systems",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0239 FelixPay Systems peer-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0082 | cold_outbound_email | hard | programmatic | {
"week10_probe_ids": [
"P-031"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-02-21",
"signal_source": "peer_job_post_signal",
"seed_origin": "week_10_probe_library",
"notes": "Gap framing should be research-oriented, not condescending. Variant 8. | scaled ... | {
"company_name": "FelixPay Cloud",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0082 FelixPay Cloud funding-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0032 | cold_outbound_email | hard | trace_derived | {
"week10_probe_ids": [
"P-031"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-03-15",
"signal_source": "peer_job_post_signal",
"seed_origin": "week_10_probe_library",
"notes": "Gap framing should be research-oriented, not condescending. Variant 8. | scaled ... | {
"company_name": "FelixPay Cloud",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0032 FelixPay Cloud funding-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0074 | cold_outbound_email | hard | programmatic | {
"week10_probe_ids": [
"P-031"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-02-13",
"signal_source": "peer_job_post_signal",
"seed_origin": "week_10_probe_library",
"notes": "Gap framing should be research-oriented, not condescending. Variant 8. | scaled ... | {
"company_name": "FelixPay Networks",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0074 FelixPay Networks funding-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Question: your MLOps function in 2026",
"body": "Three adjacent companies posted senior MLOps roles recently. That may be a useful comparison point if AI delivery capacity is under review.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0147 | cold_outbound_email | hard | multi_llm_synthesis | {
"week10_probe_ids": [
"P-030"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-03-22",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Extra interim task to reach the 60-task minimum. | scaled clone mode=multi_llm_... | {
"company_name": "Verve Networks",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0147 Verve Networks peer-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: your team",
"body": "You are behind your competitors on AI maturity and need to catch up now."
} | {
"deterministic_checks": [
"format_check",
"signal_grounding_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Context: your team",
"body": "Three peer signals suggest this function may be worth reviewing, but I do not want to assume that from the outside.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0068 | cold_outbound_email | hard | trace_derived | {
"week10_probe_ids": [
"P-030"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-04-11",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Extra interim task to reach the 60-task minimum. | scaled clone mode=trace_deri... | {
"company_name": "Verve Cloud",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0068 Verve Cloud funding-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: your team",
"body": "You are behind your competitors on AI maturity and need to catch up now."
} | {
"deterministic_checks": [
"format_check",
"signal_grounding_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Context: your team",
"body": "Three peer signals suggest this function may be worth reviewing, but I do not want to assume that from the outside.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0043 | cold_outbound_email | hard | trace_derived | {
"week10_probe_ids": [
"P-030"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-05-01",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Extra interim task to reach the 60-task minimum. | scaled clone mode=trace_deri... | {
"company_name": "Verve Networks",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0043 Verve Networks hiring-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: your team",
"body": "You are behind your competitors on AI maturity and need to catch up now."
} | {
"deterministic_checks": [
"format_check",
"signal_grounding_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Context: your team",
"body": "Three peer signals suggest this function may be worth reviewing, but I do not want to assume that from the outside.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0153 | cold_outbound_email | hard | multi_llm_synthesis | {
"week10_probe_ids": [
"P-030"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-03-28",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Extra interim task to reach the 60-task minimum. | scaled clone mode=multi_llm_... | {
"company_name": "Verve Works",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0153 Verve Works layoffs-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: your team",
"body": "You are behind your competitors on AI maturity and need to catch up now."
} | {
"deterministic_checks": [
"format_check",
"signal_grounding_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Context: your team",
"body": "Three peer signals suggest this function may be worth reviewing, but I do not want to assume that from the outside.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0005 | cold_outbound_email | hard | trace_derived | {
"week10_probe_ids": [
"P-030"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-03-24",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Extra interim task to reach the 60-task minimum. | scaled clone mode=trace_deri... | {
"company_name": "Verve Labs",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0005 Verve Labs hiring-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: your team",
"body": "You are behind your competitors on AI maturity and need to catch up now."
} | {
"deterministic_checks": [
"format_check",
"signal_grounding_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Context: your team",
"body": "Three peer signals suggest this function may be worth reviewing, but I do not want to assume that from the outside.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0084 | cold_outbound_email | hard | programmatic | {
"week10_probe_ids": [
"P-030"
],
"week10_trace_refs": [],
"failure_category": "gap_overclaiming",
"signal_date": "2026-03-31",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Extra interim task to reach the 60-task minimum. | scaled clone mode=programmat... | {
"company_name": "Verve Labs",
"icp_segment": 4,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0084 Verve Labs funding-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: your team",
"body": "You are behind your competitors on AI maturity and need to catch up now."
} | {
"deterministic_checks": [
"format_check",
"signal_grounding_check"
],
"notes": "Interim task for gap_overclaiming."
} | {
"subject": "Context: your team",
"body": "Three peer signals suggest this function may be worth reviewing, but I do not want to assume that from the outside.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0063 | cold_outbound_email | medium | trace_derived | {
"week10_probe_ids": [
"P-001"
],
"week10_trace_refs": [
"probe-8dc44eb36d33"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-02-28",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 2 | scaled clone mo... | {
"company_name": "Helix AI",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0063 Helix AI peer-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "Congratulations on the recent funding — you are clearly in growth mode."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw both the funding event and the recent restructure. If cost rebalancing is the live issue, I can share two patterns we see after contractions.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0044 | cold_outbound_email | medium | trace_derived | {
"week10_probe_ids": [
"P-001"
],
"week10_trace_refs": [
"probe-8dc44eb36d33"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-03-26",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 2 | scaled clone mo... | {
"company_name": "Helix Works",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0044 Helix Works peer-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "Congratulations on the recent funding — you are clearly in growth mode."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw both the funding event and the recent restructure. If cost rebalancing is the live issue, I can share two patterns we see after contractions.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0015 | cold_outbound_email | medium | trace_derived | {
"week10_probe_ids": [
"P-001"
],
"week10_trace_refs": [
"probe-8dc44eb36d33"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-02-27",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 2 | scaled clone mo... | {
"company_name": "Helix Analytics",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0015 Helix Analytics funding-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "Congratulations on the recent funding — you are clearly in growth mode."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw both the funding event and the recent restructure. If cost rebalancing is the live issue, I can share two patterns we see after contractions.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0045 | cold_outbound_email | medium | trace_derived | {
"week10_probe_ids": [
"P-001"
],
"week10_trace_refs": [
"probe-8dc44eb36d33"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-03-29",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 2 | scaled clone mo... | {
"company_name": "Helix Works",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0045 Helix Works layoffs-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "Congratulations on the recent funding — you are clearly in growth mode."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw both the funding event and the recent restructure. If cost rebalancing is the live issue, I can share two patterns we see after contractions.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0223 | cold_outbound_email | medium | hand_authored | {
"week10_probe_ids": [
"P-001"
],
"week10_trace_refs": [
"probe-8dc44eb36d33"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-03-03",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 2 | scaled clone mo... | {
"company_name": "Helix Works",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0223 Helix Works layoffs-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "Congratulations on the recent funding — you are clearly in growth mode."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw both the funding event and the recent restructure. If cost rebalancing is the live issue, I can share two patterns we see after contractions.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0135 | cold_outbound_email | medium | programmatic | {
"week10_probe_ids": [
"P-004"
],
"week10_trace_refs": [
"probe-19f0af95e3e2"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-03-01",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 0 | scaled clone mo... | {
"company_name": "Harbor Networks",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0135 Harbor Networks funding-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "Congratulations on the raise. This looks like the right moment to add engineering capacity."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw the funding event, but with no public engineering roles I do not want to assume there is a current hiring-capacity need.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0112 | cold_outbound_email | medium | programmatic | {
"week10_probe_ids": [
"P-004"
],
"week10_trace_refs": [
"probe-19f0af95e3e2"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-03-23",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 0 | scaled clone mo... | {
"company_name": "Harbor Works",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0112 Harbor Works hiring-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "Congratulations on the raise. This looks like the right moment to add engineering capacity."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw the funding event, but with no public engineering roles I do not want to assume there is a current hiring-capacity need.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0165 | cold_outbound_email | medium | multi_llm_synthesis | {
"week10_probe_ids": [
"P-004"
],
"week10_trace_refs": [
"probe-19f0af95e3e2"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-03-04",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 0 | scaled clone mo... | {
"company_name": "Harbor Cloud",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0165 Harbor Cloud layoffs-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "Congratulations on the raise. This looks like the right moment to add engineering capacity."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw the funding event, but with no public engineering roles I do not want to assume there is a current hiring-capacity need.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0049 | cold_outbound_email | medium | trace_derived | {
"week10_probe_ids": [
"P-004"
],
"week10_trace_refs": [
"probe-19f0af95e3e2"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-02-15",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 0 | scaled clone mo... | {
"company_name": "Harbor Labs",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0049 Harbor Labs funding-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "Congratulations on the raise. This looks like the right moment to add engineering capacity."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw the funding event, but with no public engineering roles I do not want to assume there is a current hiring-capacity need.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0099 | cold_outbound_email | medium | programmatic | {
"week10_probe_ids": [
"P-004"
],
"week10_trace_refs": [
"probe-19f0af95e3e2"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-03-10",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 0 | scaled clone mo... | {
"company_name": "Harbor Analytics",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0099 Harbor Analytics layoffs-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "Congratulations on the raise. This looks like the right moment to add engineering capacity."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw the funding event, but with no public engineering roles I do not want to assume there is a current hiring-capacity need.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0114 | cold_outbound_email | medium | programmatic | {
"week10_probe_ids": [
"P-004"
],
"week10_trace_refs": [
"probe-19f0af95e3e2"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-03-26",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 0 | scaled clone mo... | {
"company_name": "Harbor Labs",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0114 Harbor Labs funding-signal.",
"signal_confidence_tier": "high"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "Congratulations on the raise. This looks like the right moment to add engineering capacity."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw the funding event, but with no public engineering roles I do not want to assume there is a current hiring-capacity need.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0175 | cold_outbound_email | medium | multi_llm_synthesis | {
"week10_probe_ids": [
"P-001"
],
"week10_trace_refs": [
"probe-8dc44eb36d33"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-03-16",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 2 | scaled clone mo... | {
"company_name": "Helix AI",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0175 Helix AI peer-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "I saw both the funding event and the recent restructure. If cost rebalancing is the live issue, I can share two patterns we see after contractions."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw both the funding event and the recent restructure. If cost rebalancing is the live issue, I can share two patterns we see after contractions.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0046 | cold_outbound_email | medium | trace_derived | {
"week10_probe_ids": [
"P-001"
],
"week10_trace_refs": [
"probe-8dc44eb36d33"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-02-14",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 2 | scaled clone mo... | {
"company_name": "Helix Cloud",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0046 Helix Cloud hiring-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "I saw both the funding event and the recent restructure. If cost rebalancing is the live issue, I can share two patterns we see after contractions."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw both the funding event and the recent restructure. If cost rebalancing is the live issue, I can share two patterns we see after contractions.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0106 | cold_outbound_email | medium | programmatic | {
"week10_probe_ids": [
"P-001"
],
"week10_trace_refs": [
"probe-8dc44eb36d33"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-03-19",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 2 | scaled clone mo... | {
"company_name": "Helix Labs",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0106 Helix Labs funding-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "I saw both the funding event and the recent restructure. If cost rebalancing is the live issue, I can share two patterns we see after contractions."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw both the funding event and the recent restructure. If cost rebalancing is the live issue, I can share two patterns we see after contractions.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0194 | cold_outbound_email | medium | multi_llm_synthesis | {
"week10_probe_ids": [
"P-004"
],
"week10_trace_refs": [
"probe-19f0af95e3e2"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-02-19",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 0 | scaled clone mo... | {
"company_name": "Harbor Works",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0194 Harbor Works hiring-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "I saw the funding event, but with no public engineering roles I do not want to assume there is a current hiring-capacity need."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw the funding event, but with no public engineering roles I do not want to assume there is a current hiring-capacity need.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0238 | cold_outbound_email | medium | hand_authored | {
"week10_probe_ids": [
"P-004"
],
"week10_trace_refs": [
"probe-19f0af95e3e2"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-03-20",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 0 | scaled clone mo... | {
"company_name": "Harbor Analytics",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0238 Harbor Analytics layoffs-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "I saw the funding event, but with no public engineering roles I do not want to assume there is a current hiring-capacity need."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw the funding event, but with no public engineering roles I do not want to assume there is a current hiring-capacity need.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0218 | cold_outbound_email | medium | hand_authored | {
"week10_probe_ids": [
"P-004"
],
"week10_trace_refs": [
"probe-19f0af95e3e2"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-02-28",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 0 | scaled clone mo... | {
"company_name": "Harbor Networks",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0218 Harbor Networks peer-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "I saw the funding event, but with no public engineering roles I do not want to assume there is a current hiring-capacity need."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw the funding event, but with no public engineering roles I do not want to assume there is a current hiring-capacity need.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0023 | cold_outbound_email | medium | trace_derived | {
"week10_probe_ids": [
"P-004"
],
"week10_trace_refs": [
"probe-19f0af95e3e2"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-03-09",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 0 | scaled clone mo... | {
"company_name": "Harbor Cloud",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0023 Harbor Cloud layoffs-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "I saw the funding event, but with no public engineering roles I do not want to assume there is a current hiring-capacity need."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw the funding event, but with no public engineering roles I do not want to assume there is a current hiring-capacity need.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0212 | cold_outbound_email | medium | hand_authored | {
"week10_probe_ids": [
"P-004"
],
"week10_trace_refs": [
"probe-19f0af95e3e2"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-02-22",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 0 | scaled clone mo... | {
"company_name": "Harbor Works",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0212 Harbor Works layoffs-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "I saw the funding event, but with no public engineering roles I do not want to assume there is a current hiring-capacity need."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw the funding event, but with no public engineering roles I do not want to assume there is a current hiring-capacity need.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0170 | cold_outbound_email | medium | multi_llm_synthesis | {
"week10_probe_ids": [
"P-004"
],
"week10_trace_refs": [
"probe-19f0af95e3e2"
],
"failure_category": "icp_misclassification",
"signal_date": "2026-03-12",
"signal_source": "week_10_probe_library",
"seed_origin": "week_10_probe_library",
"notes": "Expected segment should be 0 | scaled clone mo... | {
"company_name": "Harbor Systems",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0170 Harbor Systems layoffs-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Context: hiring at your team",
"body": "I saw the funding event, but with no public engineering roles I do not want to assume there is a current hiring-capacity need."
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for icp_misclassification."
} | {
"subject": "Context: your operating window",
"body": "I saw the funding event, but with no public engineering roles I do not want to assume there is a current hiring-capacity need.",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0078 | cold_outbound_email | medium | programmatic | {
"week10_probe_ids": [
"P-006"
],
"week10_trace_refs": [
"probe-da2612b9fa29"
],
"failure_category": "signal_overclaiming",
"signal_date": "2026-01-24",
"signal_source": "crunchbase_signal",
"seed_origin": "week_10_probe_library",
"notes": "Confidence-aware phrasing task | scaled clone mode=p... | {
"company_name": "Aster Labs",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0078 Aster Labs peer-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Question: scaling after funding",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?"
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for signal_overclaiming."
} | {
"subject": "Question: is hiring capacity the live issue?",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0201 | cold_outbound_email | medium | multi_llm_synthesis | {
"week10_probe_ids": [
"P-006"
],
"week10_trace_refs": [
"probe-da2612b9fa29"
],
"failure_category": "signal_overclaiming",
"signal_date": "2026-01-30",
"signal_source": "crunchbase_signal",
"seed_origin": "week_10_probe_library",
"notes": "Confidence-aware phrasing task | scaled clone mode=m... | {
"company_name": "Aster Networks",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0201 Aster Networks peer-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Question: scaling after funding",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?"
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for signal_overclaiming."
} | {
"subject": "Question: is hiring capacity the live issue?",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0236 | cold_outbound_email | medium | hand_authored | {
"week10_probe_ids": [
"P-006"
],
"week10_trace_refs": [
"probe-da2612b9fa29"
],
"failure_category": "signal_overclaiming",
"signal_date": "2026-02-19",
"signal_source": "crunchbase_signal",
"seed_origin": "week_10_probe_library",
"notes": "Confidence-aware phrasing task | scaled clone mode=h... | {
"company_name": "Aster Holdings",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0236 Aster Holdings funding-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Question: scaling after funding",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?"
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for signal_overclaiming."
} | {
"subject": "Question: is hiring capacity the live issue?",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0202 | cold_outbound_email | medium | multi_llm_synthesis | {
"week10_probe_ids": [
"P-006"
],
"week10_trace_refs": [
"probe-da2612b9fa29"
],
"failure_category": "signal_overclaiming",
"signal_date": "2026-01-31",
"signal_source": "crunchbase_signal",
"seed_origin": "week_10_probe_library",
"notes": "Confidence-aware phrasing task | scaled clone mode=m... | {
"company_name": "Aster Works",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0202 Aster Works peer-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Question: scaling after funding",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?"
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for signal_overclaiming."
} | {
"subject": "Question: is hiring capacity the live issue?",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0054 | cold_outbound_email | medium | trace_derived | {
"week10_probe_ids": [
"P-006"
],
"week10_trace_refs": [
"probe-da2612b9fa29"
],
"failure_category": "signal_overclaiming",
"signal_date": "2026-01-27",
"signal_source": "crunchbase_signal",
"seed_origin": "week_10_probe_library",
"notes": "Confidence-aware phrasing task | scaled clone mode=t... | {
"company_name": "Aster Analytics",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0054 Aster Analytics hiring-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Question: scaling after funding",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?"
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for signal_overclaiming."
} | {
"subject": "Question: is hiring capacity the live issue?",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0038 | cold_outbound_email | medium | trace_derived | {
"week10_probe_ids": [
"P-006"
],
"week10_trace_refs": [
"probe-da2612b9fa29"
],
"failure_category": "signal_overclaiming",
"signal_date": "2026-02-24",
"signal_source": "crunchbase_signal",
"seed_origin": "week_10_probe_library",
"notes": "Confidence-aware phrasing task | scaled clone mode=t... | {
"company_name": "Aster AI",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0038 Aster AI peer-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Question: scaling after funding",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?"
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for signal_overclaiming."
} | {
"subject": "Question: is hiring capacity the live issue?",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0097 | cold_outbound_email | medium | programmatic | {
"week10_probe_ids": [
"P-006"
],
"week10_trace_refs": [
"probe-da2612b9fa29"
],
"failure_category": "signal_overclaiming",
"signal_date": "2026-02-11",
"signal_source": "crunchbase_signal",
"seed_origin": "week_10_probe_library",
"notes": "Confidence-aware phrasing task | scaled clone mode=p... | {
"company_name": "Aster Cloud",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0097 Aster Cloud layoffs-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Question: scaling after funding",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?"
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for signal_overclaiming."
} | {
"subject": "Question: is hiring capacity the live issue?",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0020 | cold_outbound_email | medium | trace_derived | {
"week10_probe_ids": [
"P-006"
],
"week10_trace_refs": [
"probe-da2612b9fa29"
],
"failure_category": "signal_overclaiming",
"signal_date": "2026-02-06",
"signal_source": "crunchbase_signal",
"seed_origin": "week_10_probe_library",
"notes": "Confidence-aware phrasing task | scaled clone mode=t... | {
"company_name": "Aster Works",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0020 Aster Works peer-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Question: scaling after funding",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?"
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for signal_overclaiming."
} | {
"subject": "Question: is hiring capacity the live issue?",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0166 | cold_outbound_email | medium | multi_llm_synthesis | {
"week10_probe_ids": [
"P-006"
],
"week10_trace_refs": [
"probe-da2612b9fa29"
],
"failure_category": "signal_overclaiming",
"signal_date": "2026-02-08",
"signal_source": "crunchbase_signal",
"seed_origin": "week_10_probe_library",
"notes": "Confidence-aware phrasing task | scaled clone mode=m... | {
"company_name": "Aster Works",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0166 Aster Works peer-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Question: scaling after funding",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?"
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for signal_overclaiming."
} | {
"subject": "Question: is hiring capacity the live issue?",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0225 | cold_outbound_email | medium | hand_authored | {
"week10_probe_ids": [
"P-006"
],
"week10_trace_refs": [
"probe-da2612b9fa29"
],
"failure_category": "signal_overclaiming",
"signal_date": "2026-02-07",
"signal_source": "crunchbase_signal",
"seed_origin": "week_10_probe_library",
"notes": "Confidence-aware phrasing task | scaled clone mode=h... | {
"company_name": "Aster Labs",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0225 Aster Labs funding-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Question: scaling after funding",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?"
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for signal_overclaiming."
} | {
"subject": "Question: is hiring capacity the live issue?",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0203 | cold_outbound_email | medium | multi_llm_synthesis | {
"week10_probe_ids": [
"P-006"
],
"week10_trace_refs": [
"probe-da2612b9fa29"
],
"failure_category": "signal_overclaiming",
"signal_date": "2026-01-28",
"signal_source": "crunchbase_signal",
"seed_origin": "week_10_probe_library",
"notes": "Confidence-aware phrasing task | scaled clone mode=m... | {
"company_name": "Aster Networks",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0203 Aster Networks peer-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Question: scaling after funding",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?"
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for signal_overclaiming."
} | {
"subject": "Question: is hiring capacity the live issue?",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0184 | cold_outbound_email | medium | multi_llm_synthesis | {
"week10_probe_ids": [
"P-006"
],
"week10_trace_refs": [
"probe-da2612b9fa29"
],
"failure_category": "signal_overclaiming",
"signal_date": "2026-02-23",
"signal_source": "crunchbase_signal",
"seed_origin": "week_10_probe_library",
"notes": "Confidence-aware phrasing task | scaled clone mode=m... | {
"company_name": "Aster Labs",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0184 Aster Labs hiring-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Question: scaling after funding",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?"
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for signal_overclaiming."
} | {
"subject": "Question: is hiring capacity the live issue?",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0233 | cold_outbound_email | medium | hand_authored | {
"week10_probe_ids": [
"P-006"
],
"week10_trace_refs": [
"probe-da2612b9fa29"
],
"failure_category": "signal_overclaiming",
"signal_date": "2026-02-12",
"signal_source": "crunchbase_signal",
"seed_origin": "week_10_probe_library",
"notes": "Confidence-aware phrasing task | scaled clone mode=h... | {
"company_name": "Aster Works",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0233 Aster Works hiring-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Question: scaling after funding",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?"
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for signal_overclaiming."
} | {
"subject": "Question: is hiring capacity the live issue?",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0213 | cold_outbound_email | medium | hand_authored | {
"week10_probe_ids": [
"P-006"
],
"week10_trace_refs": [
"probe-da2612b9fa29"
],
"failure_category": "signal_overclaiming",
"signal_date": "2026-01-23",
"signal_source": "crunchbase_signal",
"seed_origin": "week_10_probe_library",
"notes": "Confidence-aware phrasing task | scaled clone mode=h... | {
"company_name": "Aster AI",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0213 Aster AI layoffs-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Question: scaling after funding",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?"
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for signal_overclaiming."
} | {
"subject": "Question: is hiring capacity the live issue?",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0162 | cold_outbound_email | medium | multi_llm_synthesis | {
"week10_probe_ids": [
"P-006"
],
"week10_trace_refs": [
"probe-da2612b9fa29"
],
"failure_category": "signal_overclaiming",
"signal_date": "2026-02-01",
"signal_source": "crunchbase_signal",
"seed_origin": "week_10_probe_library",
"notes": "Confidence-aware phrasing task | scaled clone mode=m... | {
"company_name": "Aster Networks",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0162 Aster Networks funding-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Question: scaling after funding",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?"
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for signal_overclaiming."
} | {
"subject": "Question: is hiring capacity the live issue?",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0123 | cold_outbound_email | medium | programmatic | {
"week10_probe_ids": [
"P-006"
],
"week10_trace_refs": [
"probe-da2612b9fa29"
],
"failure_category": "signal_overclaiming",
"signal_date": "2026-01-20",
"signal_source": "crunchbase_signal",
"seed_origin": "week_10_probe_library",
"notes": "Confidence-aware phrasing task | scaled clone mode=p... | {
"company_name": "Aster Systems",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0123 Aster Systems funding-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Question: scaling after funding",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?"
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for signal_overclaiming."
} | {
"subject": "Question: is hiring capacity the live issue?",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0079 | cold_outbound_email | medium | programmatic | {
"week10_probe_ids": [
"P-006"
],
"week10_trace_refs": [
"probe-da2612b9fa29"
],
"failure_category": "signal_overclaiming",
"signal_date": "2026-01-21",
"signal_source": "crunchbase_signal",
"seed_origin": "week_10_probe_library",
"notes": "Confidence-aware phrasing task | scaled clone mode=p... | {
"company_name": "Aster Works",
"icp_segment": 1,
"thread_stage": "cold_first_touch",
"signal_brief": {
"signal_line": "Ref=tbv02-0079 Aster Works layoffs-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Question: scaling after funding",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?"
} | {
"deterministic_checks": [
"signal_grounding_check",
"format_check"
],
"notes": "Interim task for signal_overclaiming."
} | {
"subject": "Question: is hiring capacity the live issue?",
"body": "I saw a recent funding signal, but I do not want to over-read it. Is scaling engineering capacity actually a current priority?",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0070 | re_engagement_email | easy | trace_derived | {
"week10_probe_ids": [
"P-014"
],
"week10_trace_refs": [],
"failure_category": "tone_drift",
"signal_date": "2026-03-26",
"signal_source": "job_post_signal",
"seed_origin": "week_10_probe_library",
"notes": "Tone-preservation task variant 2. | scaled clone mode=trace_derived",
"scaled_from_task_i... | {
"company_name": "Lattice AI",
"icp_segment": 1,
"thread_stage": "re_engagement",
"signal_brief": {
"signal_line": "Ref=tbv02-0070 Lattice AI peer-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Following up again",
"body": "Just following up again to see if you had a chance to review this."
} | {
"deterministic_checks": [
"banned_phrase_check",
"format_check"
],
"notes": "Interim task for tone_drift."
} | {
"subject": "Question: engineering capacity",
"body": "I saw your recent hiring signal and wanted to ask one concrete question: is delivery capacity the actual constraint right now?",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0208 | re_engagement_email | easy | hand_authored | {
"week10_probe_ids": [
"P-014"
],
"week10_trace_refs": [],
"failure_category": "tone_drift",
"signal_date": "2026-03-05",
"signal_source": "job_post_signal",
"seed_origin": "week_10_probe_library",
"notes": "Tone-preservation task variant 2. | scaled clone mode=hand_authored",
"scaled_from_task_i... | {
"company_name": "Lattice AI",
"icp_segment": 1,
"thread_stage": "re_engagement",
"signal_brief": {
"signal_line": "Ref=tbv02-0208 Lattice AI hiring-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Following up again",
"body": "Just following up again to see if you had a chance to review this."
} | {
"deterministic_checks": [
"banned_phrase_check",
"format_check"
],
"notes": "Interim task for tone_drift."
} | {
"subject": "Question: engineering capacity",
"body": "I saw your recent hiring signal and wanted to ask one concrete question: is delivery capacity the actual constraint right now?",
"notes": "Reference correction for Path B preference-pair construction."
} |
tbv02-0047 | re_engagement_email | easy | trace_derived | {
"week10_probe_ids": [
"P-014"
],
"week10_trace_refs": [],
"failure_category": "tone_drift",
"signal_date": "2026-03-03",
"signal_source": "job_post_signal",
"seed_origin": "week_10_probe_library",
"notes": "Tone-preservation task variant 2. | scaled clone mode=trace_derived",
"scaled_from_task_i... | {
"company_name": "Lattice AI",
"icp_segment": 1,
"thread_stage": "re_engagement",
"signal_brief": {
"signal_line": "Ref=tbv02-0047 Lattice AI funding-signal.",
"signal_confidence_tier": "medium"
},
"prior_thread": []
} | {
"subject": "Following up again",
"body": "Just following up again to see if you had a chance to review this."
} | {
"deterministic_checks": [
"banned_phrase_check",
"format_check"
],
"notes": "Interim task for tone_drift."
} | {
"subject": "Question: engineering capacity",
"body": "I saw your recent hiring signal and wanted to ask one concrete question: is delivery capacity the actual constraint right now?",
"notes": "Reference correction for Path B preference-pair construction."
} |
End of preview. Expand in Data Studio
Tenacious-Bench v0.2
A domain-specific evaluation benchmark for B2B sales outreach agents. Measures compliance with structured business rules that generic benchmarks (τ²-Bench retail, etc.) cannot grade: bench capacity constraints, ICP segment routing, signal confidence calibration, and tone compliance.
Why this benchmark exists
The Week 10 Tenacious agent failed every bench-capacity probe (40/40, 100%) and misrouted 54% of ICP classification tasks — while producing fluent, τ²-Bench-passing output. Tenacious-Bench was built to make these failures visible and measurable.
Splits
| Split | Tasks | Purpose |
|---|---|---|
train |
120 | Preference pair construction, few-shot development |
dev |
73 | Rubric development, inter-rater calibration |
held_out |
47 | Held-out evaluation only — do not use for training |
Total: 240 tasks across 6 failure categories.
Failure categories
| Category | Description |
|---|---|
bench_overcommitment |
Agent commits capacity beyond what bench_summary supports |
icp_misclassification |
Agent routes prospect to wrong ICP segment given signals |
signal_overclaiming |
Agent asserts certainty beyond signal_confidence_tier |
gap_overclaiming |
Agent claims capability gaps the company cannot fill |
tone_drift |
Agent uses banned phrases or style-guide violations |
dual_control_coordination |
Agent bypasses required dual-approval for booking |
Task format
Each task is a JSON object with:
{
"task_id": "tbv02-0007",
"input": {
"system_prompt": "...",
"signal_line": "...",
"bench_summary": {},
"capacity_request": []
},
"candidate_output": {"subject": "...", "body": "..."},
"ground_truth_output": {"subject": "...", "body": "..."},
"rubric": {"checks": ["bench_capacity_check", "format_check"]},
"metadata": {"failure_category": "bench_overcommitment", "difficulty": "medium"}
}
Evaluator
Score tasks with the deterministic evaluator:
python3 scoring_evaluator.py --task-file tenacious_bench_v0.2/held_out/tasks.jsonl
Five checks: bench_capacity_check, signal_grounding_check, booking_stage_check, banned_phrase_check, format_check. See schema.json for full check descriptions.
Trained judge
A SimPO LoRA adapter trained on preference pairs derived from this benchmark's train split:
- Adapter: Natnaela/tenacious-judge-lora
- Backbone:
unsloth/Qwen2.5-0.5B-Instruct - Held-out preference accuracy: 91.5% (43/47)
- Delta A vs Week 10 baseline: +68.1pp (95% CI [+55.3pp, +80.9pp], p < 0.0001)
- Known gap:
icp_misclassification2/6 = 33.3%
Contamination
Three-check protocol (8-gram overlap, embedding similarity cosine < 0.85, time-shift) run on task input fields between train and held-out partitions. Results: contamination_check.v0.2.json. Zero violations in the final training preference pairs.
Citation
@misc{tenacious-bench-2026,
author = {Alemseged, Natnael},
title = {Tenacious-Bench: A Domain-Specific Evaluation Benchmark for B2B Sales Agents},
year = {2026},
publisher = {HuggingFace},
url = {https://huggingface.co/datasets/Natnaela/tenacious-bench}
}
License
CC-BY-4.0
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