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debate.winner
{"side_a": {"label": "support", "claims": [{"text": "Open source is always good actually", "hard_evidence": false}]}, "side_b": {"label": "oppose", "claims": [{"text": "Competitors will steal our vibes", "hard_evidence": false}, {"text": "Core contains proprietary scoring IP", "hard_evidence": true}, {"text": "Support ...
Given the claims and evidence flags, who should win the debate? One letter.
[ "A", "B" ]
[ "oppose: Side B — oppose the proposal", "support: Side A — support the proposal" ]
A
oppose
{"gym": "debate_judge", "pro_ev": 0, "con_ev": 2, "schema": "choice", "hard": false, "n_options": 2}
ticket.urgency
{"ticket": {"subject": "Production outage: checkout broken", "body": "Production API outage on invoices endpoint They have waited 7 days. Segment=enterprise.", "tier": "enterprise", "priority": "p3", "wait_days": 7}, "channel": "chat"}
Assign an urgency score using the listed levels. One letter.
[ "A", "B", "C" ]
[ "1: medium — same day", "0: low — can wait", "2: high — immediate" ]
C
2
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 2, "schema": "choice", "hard": false, "n_options": 3}
debate.winner
{"side_b": {"label": "oppose", "claims": [{"text": "Competitors will steal our vibes", "hard_evidence": false}, {"text": "Core contains proprietary scoring IP", "hard_evidence": true}]}, "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "question": "We should open-source ...
Which side is better supported by evidence? Reply with one option letter.
[ "A", "B" ]
[ "oppose: Side B — oppose the proposal", "support: Side A — support the proposal" ]
A
oppose
{"gym": "debate_judge", "pro_ev": 1, "con_ev": 1, "schema": "choice", "hard": false, "n_options": 2}
debate.confidence
{"question": "Remote-first improves productivity", "side_b": {"label": "oppose", "claims": [{"text": "Some customers require on-site workshops", "hard_evidence": true}, {"text": "Offices look empty and sad", "hard_evidence": false}]}, "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard...
Confidence score for this adjudication — pick one Criteria letter.
[ "A", "B", "C" ]
[ "0: low confidence", "1: medium confidence", "2: high confidence" ]
A
0
{"gym": "debate_judge", "schema_hint": "score", "schema": "choice", "hard": false, "n_options": 3}
ticket.needs_human
{"ticket": {"subject": "Where is the documentation?", "body": "From customer (enterprise): How do I change my display name?. SLA wait=4d priority=p2.", "tier": "enterprise", "priority": "p2", "wait_days": 4}, "channel": "phone"}
Should a human review this before automated handling? Reply with one letter.
[ "A", "B" ]
[ "no: Safe for bot / routine", "yes: Needs a human (money, legal, anger, long wait, outage)" ]
A
no
{"gym": "ticket_dungeon", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
debate.enough_evidence
{"side_b": {"label": "oppose", "claims": [{"text": "Critical path needs senior ownership now", "hard_evidence": true}, {"text": "Ramp cost exceeds budget this half", "hard_evidence": true}, {"text": "Juniors ask too many questions", "hard_evidence": false}]}, "side_a": {"label": "support", "claims": [{"text": "Senior m...
Is there enough hard evidence to decide confidently? Reply with one letter.
[ "A", "B" ]
[ "yes: Enough hard evidence to decide", "no: Too thin or tied — needs more evidence" ]
A
yes
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
debate.winner
{"side_a": {"label": "support", "claims": [{"text": "Design partners ask for source escrow", "hard_evidence": true}]}, "question": "We should open-source the core library", "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_b": {"label": "oppose", "claims": [{"text":...
Apply the rubric: hard evidence beats vibes. Pick the winning side letter.
[ "A", "B" ]
[ "support: Side A — support the proposal", "oppose: Side B — oppose the proposal" ]
A
support
{"gym": "debate_judge", "pro_ev": 1, "con_ev": 0, "schema": "choice", "hard": false, "n_options": 2}
debate.enough_evidence
{"rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_a": {"label": "support", "claims": [{"text": "Rust is trendy on HN", "hard_evidence": false}, {"text": "p99 latency is 4x SLO on hot path", "hard_evidence": true}]}, "side_b": {"label": "oppose", "claims": [{"text":...
Evidence sufficiency check — yes or no via option letter.
[ "A", "B" ]
[ "no: Too thin or tied — needs more evidence", "yes: Enough hard evidence to decide" ]
B
yes
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
ticket.needs_human
{"ticket": {"subject": "How do I change my display name?", "body": "Customer says: Thanks for the help last week. Wait time so far: 10 days. Tier: enterprise.", "tier": "enterprise", "priority": "p3", "wait_days": 10}, "channel": "phone"}
Can a bot handle this safely, or must a person intervene? One letter.
[ "A", "B" ]
[ "yes: Needs a human (money, legal, anger, long wait, outage)", "no: Safe for bot / routine" ]
A
yes
{"gym": "ticket_dungeon", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.fund_next
{"policy": "Fund at most one request per step; prefer higher urgency among affordable.", "requests": [{"id": "security_patch", "title": "Critical security patch", "cost": 33, "urgency": 3}, {"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 26, "urgency": 0}, {"id": "customer_refund_pool", "title": "Cus...
Select the next funding target under the policy. One option letter.
[ "A", "B", "C" ]
[ "security_patch: Critical security patch (cost=33, urgency=3)", "docs_rewrite: Docs rewrite contractor (cost=26, urgency=0)", "customer_refund_pool: Customer refund reserve (cost=62, urgency=2)" ]
A
security_patch
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 3}
ticket.needs_human
{"channel": "chat", "ticket": {"subject": "How do I change my display name?", "body": "Customer says: Is there a status page?. Wait time so far: 5 days. Tier: pro.", "tier": "pro", "priority": "p0", "wait_days": 5}}
Human escalation required? Pick yes or no via the option letter.
[ "A", "B" ]
[ "no: Safe for bot / routine", "yes: Needs a human (money, legal, anger, long wait, outage)" ]
B
yes
{"gym": "ticket_dungeon", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.can_fund_all
{"requests": [{"id": "office_snacks", "title": "Office snacks", "cost": 7, "urgency": 0}, {"id": "design_sprint", "title": "Design sprint facilitator", "cost": 25, "urgency": 0}, {"id": "security_patch", "title": "Critical security patch", "cost": 42, "urgency": 3}, {"id": "laptop_refresh", "title": "Engineer laptop re...
Would summing all costs fit under budget_remaining? Answer with one letter.
[ "A", "B" ]
[ "no: Budget is insufficient for all requests", "yes: Budget covers the sum of all request costs" ]
B
yes
{"gym": "resource_allocator", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
debate.winner
{"side_b": {"label": "oppose", "claims": [{"text": "Enterprise deals are price-sensitive this quarter", "hard_evidence": true}]}, "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "question": "We should raise prices 10%", "side_a": {"label": "support", "claims": [{"text":...
Who wins under the stated evidence policy? One Criteria letter.
[ "A", "B" ]
[ "support: Side A — support the proposal", "oppose: Side B — oppose the proposal" ]
A
support
{"gym": "debate_judge", "pro_ev": 1, "con_ev": 1, "schema": "choice", "hard": false, "n_options": 2}
ticket.route
{"channel": "email", "ticket": {"subject": "Need enterprise pricing for 200 seats", "body": "Thread summary — We need a quote for upgrading seats | wait_days=1 | tier=enterprise | priority=p2", "tier": "enterprise", "priority": "p2", "wait_days": 1}}
Which team should own this ticket? Reply with exactly one option letter.
[ "A", "B", "C", "D", "E" ]
[ "billing: payment, charges, invoices, refunds", "other: unclear or general questions", "technical: bugs, crashes, outages, integrations", "sales: pricing, upgrades, new accounts", "shipping: delivery, packages, tracking" ]
D
sales
{"gym": "ticket_dungeon", "domain_seed": "sales", "schema": "choice", "hard": false, "n_options": 5}
ticket.urgency
{"ticket": {"subject": "Invoice shows unexpected billing amount", "body": "Message: Billing portal shows an incorrect charge. Priority flag: p3. Account tier: pro.", "tier": "pro", "priority": "p3", "wait_days": 9}, "channel": "email"}
Rate urgency for this ticket on the given scale. Reply with one option letter.
[ "A", "B", "C" ]
[ "1: medium — same day", "2: high — immediate", "0: low — can wait" ]
B
2
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 2, "schema": "choice", "hard": false, "n_options": 3}
ticket.route
{"ticket": {"subject": "Compare Business vs Enterprise plans", "body": "Thread summary — Can sales walk us through annual pricing? | wait_days=7 | tier=free | priority=p0", "tier": "free", "priority": "p0", "wait_days": 7}, "channel": "chat"}
Which team should own this ticket? Reply with exactly one option letter.
[ "A", "B", "C", "D", "E" ]
[ "technical: bugs, crashes, outages, integrations", "shipping: delivery, packages, tracking", "other: unclear or general questions", "sales: pricing, upgrades, new accounts", "billing: payment, charges, invoices, refunds" ]
D
sales
{"gym": "ticket_dungeon", "domain_seed": "sales", "schema": "choice", "hard": false, "n_options": 5}
debate.winner
{"side_a": {"label": "support", "claims": [{"text": "Customers asked for the fix this week", "hard_evidence": true}]}, "question": "We should deploy on Friday", "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_b": {"label": "oppose", "claims": [{"text": "I just don...
Who wins under the stated evidence policy? One Criteria letter.
[ "A", "B" ]
[ "support: Side A — support the proposal", "oppose: Side B — oppose the proposal" ]
B
oppose
{"gym": "debate_judge", "pro_ev": 1, "con_ev": 1, "schema": "choice", "hard": false, "n_options": 2}
alloc.pressure
{"requests": [{"id": "oncall_stipend", "title": "On-call stipend top-up", "cost": 44, "urgency": 2}, {"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 71, "urgency": 1}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 47, "urgency": 2}, {"id": "security_patch", "title": "Critical secur...
Rate overall budget pressure. Reply with one level letter.
[ "A", "B", "C" ]
[ "1: medium — close to capacity", "0: low — budget comfortably covers demand", "2: high — demand exceeds budget" ]
A
1
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 0.907185628742515, "schema": "choice", "hard": false, "n_options": 3}
debate.enough_evidence
{"rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "question": "We should deploy on Friday", "side_a": {"label": "support", "claims": [{"text": "Customers asked for the fix this week", "hard_evidence": true}, {"text": "Fridays feel lucky", "hard_evidence": false}]}, "side...
Evidence sufficiency check — yes or no via option letter.
[ "A", "B" ]
[ "yes: Enough hard evidence to decide", "no: Too thin or tied — needs more evidence" ]
A
yes
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
ticket.route
{"channel": "email", "ticket": {"subject": "Courier says package damaged", "body": "Delivery ETA keeps slipping They have waited 10 days. Segment=enterprise.", "tier": "enterprise", "priority": "p0", "wait_days": 10}}
Best team for this case? Answer with a single option letter.
[ "A", "B", "C", "D", "E" ]
[ "technical: bugs, crashes, outages, integrations", "sales: pricing, upgrades, new accounts", "shipping: delivery, packages, tracking", "billing: payment, charges, invoices, refunds", "other: unclear or general questions" ]
C
shipping
{"gym": "ticket_dungeon", "domain_seed": "shipping", "schema": "choice", "hard": false, "n_options": 5}
ticket.route
{"channel": "email", "ticket": {"subject": "Need enterprise pricing for 200 seats", "body": "Message: Interested in enterprise pricing and a demo. Priority flag: p1. Account tier: pro.", "tier": "pro", "priority": "p1", "wait_days": 5}}
Best team for this case? Answer with a single option letter.
[ "A", "B", "C", "D", "E" ]
[ "billing: payment, charges, invoices, refunds", "other: unclear or general questions", "sales: pricing, upgrades, new accounts", "shipping: delivery, packages, tracking", "technical: bugs, crashes, outages, integrations" ]
C
sales
{"gym": "ticket_dungeon", "domain_seed": "sales", "schema": "choice", "hard": false, "n_options": 5}
debate.enough_evidence
{"rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "question": "We should hire more junior engineers", "side_a": {"label": "support", "claims": [{"text": "Senior mentors have spare capacity", "hard_evidence": true}, {"text": "Internship NPS was high and conversion strong"...
Do we have sufficient evidence-backed claims (not vibes)? Reply with one letter.
[ "A", "B" ]
[ "no: Too thin or tied — needs more evidence", "yes: Enough hard evidence to decide" ]
A
no
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.pressure
{"policy": "Fund at most one request per step; prefer higher urgency among affordable.", "requests": [{"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 56, "urgency": 2}, {"id": "office_snacks", "title": "Office snacks", "cost": 15, "urgency": 0}, {"id": "docs_rewrite", "title": "Docs rewrite c...
How constrained is the budget relative to demand? Pick one letter.
[ "A", "B", "C" ]
[ "0: low — budget comfortably covers demand", "2: high — demand exceeds budget", "1: medium — close to capacity" ]
C
1
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 1.0491803278688525, "schema": "choice", "hard": false, "n_options": 3}
debate.winner
{"question": "We should open-source the core library", "side_b": {"label": "oppose", "claims": [{"text": "Core contains proprietary scoring IP", "hard_evidence": true}, {"text": "Competitors will steal our vibes", "hard_evidence": false}, {"text": "Support load estimates exceed current headcount", "hard_evidence": true...
Which side is better supported by evidence? Reply with one option letter.
[ "A", "B" ]
[ "support: Side A — support the proposal", "oppose: Side B — oppose the proposal" ]
B
oppose
{"gym": "debate_judge", "pro_ev": 1, "con_ev": 2, "schema": "choice", "hard": false, "n_options": 2}
debate.winner
{"rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_b": {"label": "oppose", "claims": [{"text": "On-call coverage is thin on weekends", "hard_evidence": true}, {"text": "I just don't like Fridays", "hard_evidence": false}, {"text": "Last Friday deploy caused a Sev-1"...
Which side is better supported by evidence? Reply with one option letter.
[ "A", "B" ]
[ "support: Side A — support the proposal", "oppose: Side B — oppose the proposal" ]
B
oppose
{"gym": "debate_judge", "pro_ev": 1, "con_ev": 2, "schema": "choice", "hard": false, "n_options": 2}
alloc.fund_next
{"requests": [{"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 123, "urgency": 1}, {"id": "compliance_audit", "title": "Compliance audit support", "cost": 77, "urgency": 3}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 62, "urgency": 2}, {"id": "hiring_bonus", "title": "Hiring re...
Pick the best request to fund now. Prefer high urgency that fits the remaining budget.
[ "A", "B", "C", "D" ]
[ "cdn_upgrade: CDN capacity upgrade (cost=62, urgency=2)", "hiring_bonus: Hiring referral bonuses (cost=57, urgency=1)", "marketing_campaign: Q3 marketing campaign (cost=123, urgency=1)", "compliance_audit: Compliance audit support (cost=77, urgency=3)" ]
D
compliance_audit
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 4}
debate.confidence
{"question": "Remote-first improves productivity", "side_a": {"label": "support", "claims": [{"text": "My friend likes remote", "hard_evidence": false}, {"text": "Hiring pipeline widened internationally", "hard_evidence": true}, {"text": "Attrition dropped 20% after remote policy", "hard_evidence": true}]}, "side_b": {...
Confidence score for this adjudication — pick one Criteria letter.
[ "A", "B" ]
[ "0: low confidence", "2: high confidence" ]
A
0
{"gym": "debate_judge", "schema_hint": "score", "schema": "choice", "hard": false, "n_options": 2}
ticket.urgency
{"channel": "email", "ticket": {"subject": "General question about account", "body": "Thread summary — Thanks for the help last week | wait_days=5 | tier=free | priority=p3", "tier": "free", "priority": "p3", "wait_days": 5}}
How urgent is this ticket? Pick one level letter from Criteria.
[ "A", "B", "C" ]
[ "1: medium — same day", "0: low — can wait", "2: high — immediate" ]
A
1
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 1, "schema": "choice", "hard": false, "n_options": 3}
debate.winner
{"side_a": {"label": "support", "claims": [{"text": "Rust prototype cut CPU 35% in bench", "hard_evidence": true}]}, "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_b": {"label": "oppose", "claims": [{"text": "I dream in garbage collectors", "hard_evidence": false...
Apply the rubric: hard evidence beats vibes. Pick the winning side letter.
[ "A", "B" ]
[ "oppose: Side B — oppose the proposal", "support: Side A — support the proposal" ]
A
oppose
{"gym": "debate_judge", "pro_ev": 1, "con_ev": 1, "schema": "choice", "hard": false, "n_options": 2}
alloc.fund_next
{"currency": "USD", "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "budget_remaining": 296, "requests": [{"id": "compliance_audit", "title": "Compliance audit support", "cost": 64, "urgency": 3}, {"id": "ml_experiment", "title": "GPU hours for ML experiment", "cost": 90, "urgenc...
Given budget_remaining and urgencies, which request wins? One letter.
[ "A", "B", "C" ]
[ "marketing_campaign: Q3 marketing campaign (cost=129, urgency=1)", "ml_experiment: GPU hours for ML experiment (cost=90, urgency=1)", "compliance_audit: Compliance audit support (cost=64, urgency=3)" ]
C
compliance_audit
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 3}
alloc.pressure
{"currency": "USD", "budget_remaining": 118, "requests": [{"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 59, "urgency": 1}, {"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 63, "urgency": 2}, {"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 90, "urgency"...
Budget tightness score — choose one Criteria letter.
[ "A", "B" ]
[ "2: high — demand exceeds budget", "0: low — budget comfortably covers demand" ]
A
2
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 1.7966101694915255, "schema": "choice", "hard": false, "n_options": 2}
ticket.needs_human
{"ticket": {"subject": "General question about account", "body": "Thread summary — How do I change my display name? | wait_days=7 | tier=enterprise | priority=p1", "tier": "enterprise", "priority": "p1", "wait_days": 7}, "channel": "email"}
Human escalation required? Pick yes or no via the option letter.
[ "A", "B" ]
[ "yes: Needs a human (money, legal, anger, long wait, outage)", "no: Safe for bot / routine" ]
A
yes
{"gym": "ticket_dungeon", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.pressure
{"policy": "Fund at most one request per step; prefer higher urgency among affordable.", "requests": [{"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 47, "urgency": 1}, {"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 60, "urgency": 2}, {"id": "compliance_audit", "title": "C...
How constrained is the budget relative to demand? Pick one letter.
[ "A", "B", "C" ]
[ "0: low — budget comfortably covers demand", "2: high — demand exceeds budget", "1: medium — close to capacity" ]
B
2
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 1.268041237113402, "schema": "choice", "hard": false, "n_options": 3}
alloc.fund_next
{"requests": [{"id": "oncall_stipend", "title": "On-call stipend top-up", "cost": 54, "urgency": 2}, {"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 40, "urgency": 0}, {"id": "office_snacks", "title": "Office snacks", "cost": 17, "urgency": 0}, {"id": "compliance_audit", "title": "Compliance audit su...
Given budget_remaining and urgencies, which request wins? One letter.
[ "A", "B", "C", "D" ]
[ "oncall_stipend: On-call stipend top-up (cost=54, urgency=2)", "docs_rewrite: Docs rewrite contractor (cost=40, urgency=0)", "office_snacks: Office snacks (cost=17, urgency=0)", "compliance_audit: Compliance audit support (cost=76, urgency=3)" ]
D
compliance_audit
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 4}
ticket.route
{"ticket": {"subject": "Invoice shows unexpected billing amount", "body": "Message: Billing portal shows an incorrect charge. Priority flag: p1. Account tier: enterprise.", "tier": "enterprise", "priority": "p1", "wait_days": 5}, "channel": "phone"}
Choose the owning queue from Criteria. One letter only.
[ "A", "B", "C", "D", "E" ]
[ "shipping: delivery, packages, tracking", "other: unclear or general questions", "sales: pricing, upgrades, new accounts", "technical: bugs, crashes, outages, integrations", "billing: payment, charges, invoices, refunds" ]
E
billing
{"gym": "ticket_dungeon", "domain_seed": "billing", "schema": "choice", "hard": false, "n_options": 5}
debate.winner
{"side_b": {"label": "oppose", "claims": [{"text": "On-call coverage is thin on weekends", "hard_evidence": true}, {"text": "Last Friday deploy caused a Sev-1", "hard_evidence": true}]}, "side_a": {"label": "support", "claims": [{"text": "Fridays feel lucky", "hard_evidence": false}, {"text": "Customers asked for the f...
Given the claims and evidence flags, who should win the debate? One letter.
[ "A", "B" ]
[ "support: Side A — support the proposal", "oppose: Side B — oppose the proposal" ]
A
support
{"gym": "debate_judge", "pro_ev": 2, "con_ev": 2, "schema": "choice", "hard": false, "n_options": 2}
debate.confidence
{"side_a": {"label": "support", "claims": [{"text": "Fridays feel lucky", "hard_evidence": false}, {"text": "Staging tests are green", "hard_evidence": true}, {"text": "Customers asked for the fix this week", "hard_evidence": true}]}, "side_b": {"label": "oppose", "claims": [{"text": "Last Friday deploy caused a Sev-1"...
Confidence score for this adjudication — pick one Criteria letter.
[ "A", "B", "C" ]
[ "0: low confidence", "1: medium confidence", "2: high confidence" ]
A
0
{"gym": "debate_judge", "schema_hint": "score", "schema": "choice", "hard": false, "n_options": 3}
ticket.needs_human
{"ticket": {"subject": "Invoice shows unexpected billing amount", "body": "Billing portal shows an incorrect charge They have waited 5 days. Segment=free.", "tier": "free", "priority": "p0", "wait_days": 5}, "channel": "email"}
Can a bot handle this safely, or must a person intervene? One letter.
[ "A", "B" ]
[ "yes: Needs a human (money, legal, anger, long wait, outage)", "no: Safe for bot / routine" ]
A
yes
{"gym": "ticket_dungeon", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
ticket.urgency
{"ticket": {"subject": "General question about account", "body": "Customer says: How do I change my display name?. Wait time so far: 9 days. Tier: enterprise.", "tier": "enterprise", "priority": "p0", "wait_days": 9}, "channel": "phone"}
Urgency classification — choose exactly one Criteria letter.
[ "A", "B", "C" ]
[ "2: high — immediate", "0: low — can wait", "1: medium — same day" ]
A
2
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 2, "schema": "choice", "hard": false, "n_options": 3}
ticket.urgency
{"channel": "chat", "ticket": {"subject": "Need enterprise pricing for 200 seats", "body": "From customer (pro): Can sales walk us through annual pricing?. SLA wait=3d priority=p0.", "tier": "pro", "priority": "p0", "wait_days": 3}}
Urgency classification — choose exactly one Criteria letter.
[ "A", "B", "C" ]
[ "2: high — immediate", "1: medium — same day", "0: low — can wait" ]
A
2
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 2, "schema": "choice", "hard": false, "n_options": 3}
ticket.needs_human
{"channel": "phone", "ticket": {"subject": "General question about account", "body": "Thread summary — Where can I find documentation? | wait_days=1 | tier=pro | priority=p0", "tier": "pro", "priority": "p0", "wait_days": 1}}
Does this ticket need a human agent (not a bot)? Reply with one option letter.
[ "A", "B" ]
[ "no: Safe for bot / routine", "yes: Needs a human (money, legal, anger, long wait, outage)" ]
B
yes
{"gym": "ticket_dungeon", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
debate.enough_evidence
{"side_b": {"label": "oppose", "claims": [{"text": "On-call coverage is thin on weekends", "hard_evidence": true}, {"text": "Last Friday deploy caused a Sev-1", "hard_evidence": true}, {"text": "I just don't like Fridays", "hard_evidence": false}]}, "side_a": {"label": "support", "claims": [{"text": "Customers asked fo...
Is there enough hard evidence to decide confidently? Reply with one letter.
[ "A", "B" ]
[ "no: Too thin or tied — needs more evidence", "yes: Enough hard evidence to decide" ]
A
no
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.can_fund_all
{"currency": "USD", "budget_remaining": 199, "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "requests": [{"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 26, "urgency": 0}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 48, "urgency": 2}, {"id":...
Is the budget enough to approve every request? Reply with one option letter.
[ "A", "B" ]
[ "no: Budget is insufficient for all requests", "yes: Budget covers the sum of all request costs" ]
A
no
{"gym": "resource_allocator", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
debate.winner
{"rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_b": {"label": "oppose", "claims": [{"text": "Support load estimates exceed current headcount", "hard_evidence": true}, {"text": "Competitors will steal our vibes", "hard_evidence": false}, {"text": "Core contains pr...
Given the claims and evidence flags, who should win the debate? One letter.
[ "A", "B" ]
[ "oppose: Side B — oppose the proposal", "support: Side A — support the proposal" ]
A
oppose
{"gym": "debate_judge", "pro_ev": 2, "con_ev": 2, "schema": "choice", "hard": false, "n_options": 2}
ticket.urgency
{"ticket": {"subject": "Courier says package damaged", "body": "Package marked delivered but nothing arrived They have waited 3 days. Segment=enterprise.", "tier": "enterprise", "priority": "p2", "wait_days": 3}, "channel": "phone"}
How urgent is this ticket? Pick one level letter from Criteria.
[ "A", "B", "C" ]
[ "2: high — immediate", "0: low — can wait", "1: medium — same day" ]
C
1
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 1, "schema": "choice", "hard": false, "n_options": 3}
debate.enough_evidence
{"rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_b": {"label": "oppose", "claims": [{"text": "Competitors will steal our vibes", "hard_evidence": false}, {"text": "Support load estimates exceed current headcount", "hard_evidence": true}]}, "side_a": {"label": "sup...
Do we have sufficient evidence-backed claims (not vibes)? Reply with one letter.
[ "A", "B" ]
[ "no: Too thin or tied — needs more evidence", "yes: Enough hard evidence to decide" ]
A
no
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
ticket.needs_human
{"channel": "email", "ticket": {"subject": "Charged twice for the same invoice A-926", "body": "Message: I was charged twice and want a refund immediately. Priority flag: p1. Account tier: pro.", "tier": "pro", "priority": "p1", "wait_days": 8}}
Can a bot handle this safely, or must a person intervene? One letter.
[ "A", "B" ]
[ "no: Safe for bot / routine", "yes: Needs a human (money, legal, anger, long wait, outage)" ]
B
yes
{"gym": "ticket_dungeon", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
debate.enough_evidence
{"side_b": {"label": "oppose", "claims": [{"text": "I just don't like Fridays", "hard_evidence": false}, {"text": "Last Friday deploy caused a Sev-1", "hard_evidence": true}, {"text": "On-call coverage is thin on weekends", "hard_evidence": true}]}, "side_a": {"label": "support", "claims": [{"text": "Staging tests are ...
Is there enough hard evidence to decide confidently? Reply with one letter.
[ "A", "B" ]
[ "yes: Enough hard evidence to decide", "no: Too thin or tied — needs more evidence" ]
A
yes
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
ticket.urgency
{"channel": "chat", "ticket": {"subject": "General question about account", "body": "Message: How do I change my display name?. Priority flag: p1. Account tier: enterprise.", "tier": "enterprise", "priority": "p1", "wait_days": 10}}
How urgent is this ticket? Pick one level letter from Criteria.
[ "A", "B", "C" ]
[ "1: medium — same day", "2: high — immediate", "0: low — can wait" ]
B
2
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 2, "schema": "choice", "hard": false, "n_options": 3}
ticket.needs_human
{"ticket": {"subject": "Delivery marked complete but missing", "body": "From customer (free): Tracking has not moved for a week. SLA wait=2d priority=p2.", "tier": "free", "priority": "p2", "wait_days": 2}, "channel": "chat"}
Does this ticket need a human agent (not a bot)? Reply with one option letter.
[ "A", "B" ]
[ "no: Safe for bot / routine", "yes: Needs a human (money, legal, anger, long wait, outage)" ]
A
no
{"gym": "ticket_dungeon", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.pressure
{"requests": [{"id": "oncall_stipend", "title": "On-call stipend top-up", "cost": 50, "urgency": 2}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 48, "urgency": 2}, {"id": "security_patch", "title": "Critical security patch", "cost": 39, "urgency": 3}, {"id": "design_sprint", "title": "Design sprint f...
How constrained is the budget relative to demand? Pick one letter.
[ "A", "B", "C" ]
[ "2: high — demand exceeds budget", "0: low — budget comfortably covers demand", "1: medium — close to capacity" ]
A
2
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 1.6028368794326242, "schema": "choice", "hard": false, "n_options": 3}
debate.winner
{"side_a": {"label": "support", "claims": [{"text": "Open source is always good actually", "hard_evidence": false}, {"text": "Inbound PRs already fix bugs we lack time for", "hard_evidence": true}]}, "side_b": {"label": "oppose", "claims": [{"text": "Support load estimates exceed current headcount", "hard_evidence": tr...
Which side is better supported by evidence? Reply with one option letter.
[ "A", "B" ]
[ "support: Side A — support the proposal", "oppose: Side B — oppose the proposal" ]
B
oppose
{"gym": "debate_judge", "pro_ev": 1, "con_ev": 2, "schema": "choice", "hard": false, "n_options": 2}
ticket.route
{"ticket": {"subject": "Package stuck in transit for 2 days", "body": "Message: Tracking has not moved for a week. Priority flag: p3. Account tier: pro.", "tier": "pro", "priority": "p3", "wait_days": 2}, "channel": "email"}
Which team should own this ticket? Reply with exactly one option letter.
[ "A", "B", "C", "D", "E" ]
[ "sales: pricing, upgrades, new accounts", "shipping: delivery, packages, tracking", "other: unclear or general questions", "billing: payment, charges, invoices, refunds", "technical: bugs, crashes, outages, integrations" ]
B
shipping
{"gym": "ticket_dungeon", "domain_seed": "shipping", "schema": "choice", "hard": false, "n_options": 5}
alloc.pressure
{"currency": "USD", "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "requests": [{"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 55, "urgency": 2}, {"id": "compliance_audit", "title": "Compliance audit support", "cost": 67, "urgency": 3}, {"id": "hiring...
How constrained is the budget relative to demand? Pick one letter.
[ "A", "B", "C" ]
[ "2: high — demand exceeds budget", "0: low — budget comfortably covers demand", "1: medium — close to capacity" ]
A
2
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 1.2953367875647668, "schema": "choice", "hard": false, "n_options": 3}
alloc.fund_next
{"currency": "USD", "requests": [{"id": "security_patch", "title": "Critical security patch", "cost": 42, "urgency": 3}, {"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 79, "urgency": 1}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 56, "urgency": 2}, {"id": "marketing_campaign", ...
Which single request should be funded next given the budget? Reply with one letter.
[ "A", "B", "C", "D", "E" ]
[ "laptop_refresh: Engineer laptop refresh (cost=79, urgency=1)", "security_patch: Critical security patch (cost=42, urgency=3)", "customer_refund_pool: Customer refund reserve (cost=59, urgency=2)", "cdn_upgrade: CDN capacity upgrade (cost=56, urgency=2)", "marketing_campaign: Q3 marketing campaign (cost=125...
B
security_patch
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 5}
ticket.needs_human
{"channel": "chat", "ticket": {"subject": "Need enterprise pricing for 200 seats", "body": "Message: Interested in enterprise pricing and a demo. Priority flag: p3. Account tier: pro.", "tier": "pro", "priority": "p3", "wait_days": 6}}
Human escalation required? Pick yes or no via the option letter.
[ "A", "B" ]
[ "no: Safe for bot / routine", "yes: Needs a human (money, legal, anger, long wait, outage)" ]
B
yes
{"gym": "ticket_dungeon", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
ticket.urgency
{"channel": "email", "ticket": {"subject": "How do I change my display name?", "body": "Thread summary — Where can I find documentation? | wait_days=6 | tier=enterprise | priority=p3", "tier": "enterprise", "priority": "p3", "wait_days": 6}}
How urgent is this ticket? Pick one level letter from Criteria.
[ "A", "B", "C" ]
[ "0: low — can wait", "1: medium — same day", "2: high — immediate" ]
C
2
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 2, "schema": "choice", "hard": false, "n_options": 3}
debate.winner
{"question": "Remote-first improves productivity", "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_b": {"label": "oppose", "claims": [{"text": "Some customers require on-site workshops", "hard_evidence": true}, {"text": "Offices look empty and sad", "hard_evidence...
Given the claims and evidence flags, who should win the debate? One letter.
[ "A", "B" ]
[ "support: Side A — support the proposal", "oppose: Side B — oppose the proposal" ]
B
oppose
{"gym": "debate_judge", "pro_ev": 1, "con_ev": 1, "schema": "choice", "hard": false, "n_options": 2}
ticket.urgency
{"channel": "email", "ticket": {"subject": "Where is my shipment A-606?", "body": "Thread summary — Package marked delivered but nothing arrived | wait_days=9 | tier=pro | priority=p2", "tier": "pro", "priority": "p2", "wait_days": 9}}
Assign an urgency score using the listed levels. One letter.
[ "A", "B", "C" ]
[ "2: high — immediate", "1: medium — same day", "0: low — can wait" ]
A
2
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 2, "schema": "choice", "hard": false, "n_options": 3}
debate.winner
{"rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_a": {"label": "support", "claims": [{"text": "Juniors are cheaper vibes", "hard_evidence": false}]}, "question": "We should hire more junior engineers", "side_b": {"label": "oppose", "claims": [{"text": "Ramp cost e...
Who wins under the stated evidence policy? One Criteria letter.
[ "A", "B" ]
[ "oppose: Side B — oppose the proposal", "support: Side A — support the proposal" ]
A
oppose
{"gym": "debate_judge", "pro_ev": 0, "con_ev": 1, "schema": "choice", "hard": false, "n_options": 2}
ticket.needs_human
{"channel": "email", "ticket": {"subject": "How do I change my display name?", "body": "Thread summary — How do I change my display name? | wait_days=10 | tier=free | priority=p3", "tier": "free", "priority": "p3", "wait_days": 10}}
Does this ticket need a human agent (not a bot)? Reply with one option letter.
[ "A", "B" ]
[ "no: Safe for bot / routine", "yes: Needs a human (money, legal, anger, long wait, outage)" ]
B
yes
{"gym": "ticket_dungeon", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.pressure
{"requests": [{"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 58, "urgency": 1}, {"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 125, "urgency": 1}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 45, "urgency": 2}, {"id": "design_sprint", "title": "Design sprint...
Rate overall budget pressure. Reply with one level letter.
[ "A", "B", "C" ]
[ "0: low — budget comfortably covers demand", "2: high — demand exceeds budget", "1: medium — close to capacity" ]
B
2
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 1.5576923076923077, "schema": "choice", "hard": false, "n_options": 3}
ticket.route
{"ticket": {"subject": "How do I change my display name?", "body": "From customer (free): How do I change my display name?. SLA wait=6d priority=p0.", "tier": "free", "priority": "p0", "wait_days": 6}, "channel": "chat"}
Best team for this case? Answer with a single option letter.
[ "A", "B", "C", "D", "E" ]
[ "shipping: delivery, packages, tracking", "other: unclear or general questions", "technical: bugs, crashes, outages, integrations", "sales: pricing, upgrades, new accounts", "billing: payment, charges, invoices, refunds" ]
B
other
{"gym": "ticket_dungeon", "domain_seed": "other", "schema": "choice", "hard": false, "n_options": 5}
debate.enough_evidence
{"side_a": {"label": "support", "claims": [{"text": "Staging tests are green", "hard_evidence": true}, {"text": "Fridays feel lucky", "hard_evidence": false}, {"text": "Customers asked for the fix this week", "hard_evidence": true}]}, "side_b": {"label": "oppose", "claims": [{"text": "Last Friday deploy caused a Sev-1"...
Is there enough hard evidence to decide confidently? Reply with one letter.
[ "A", "B" ]
[ "yes: Enough hard evidence to decide", "no: Too thin or tied — needs more evidence" ]
A
yes
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
debate.enough_evidence
{"side_a": {"label": "support", "claims": [{"text": "Design partners ask for source escrow", "hard_evidence": true}]}, "side_b": {"label": "oppose", "claims": [{"text": "Core contains proprietary scoring IP", "hard_evidence": true}, {"text": "Competitors will steal our vibes", "hard_evidence": false}, {"text": "Support...
Is there enough hard evidence to decide confidently? Reply with one letter.
[ "A", "B" ]
[ "yes: Enough hard evidence to decide", "no: Too thin or tied — needs more evidence" ]
A
yes
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.fund_next
{"requests": [{"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 125, "urgency": 1}, {"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 85, "urgency": 1}, {"id": "compliance_audit", "title": "Compliance audit support", "cost": 67, "urgency": 3}, {"id": "hiring_bonus", "title": "Hir...
Pick the best request to fund now. Prefer high urgency that fits the remaining budget.
[ "A", "B", "C", "D" ]
[ "compliance_audit: Compliance audit support (cost=67, urgency=3)", "hiring_bonus: Hiring referral bonuses (cost=56, urgency=1)", "marketing_campaign: Q3 marketing campaign (cost=125, urgency=1)", "laptop_refresh: Engineer laptop refresh (cost=85, urgency=1)" ]
A
compliance_audit
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 4}
alloc.fund_next
{"policy": "Fund at most one request per step; prefer higher urgency among affordable.", "budget_remaining": 162, "requests": [{"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 70, "urgency": 2}, {"id": "ml_experiment", "title": "GPU hours for ML experiment", "cost": 86, "urgency": 1}, {"id": "...
Given budget_remaining and urgencies, which request wins? One letter.
[ "A", "B", "C", "D" ]
[ "cdn_upgrade: CDN capacity upgrade (cost=58, urgency=2)", "ml_experiment: GPU hours for ML experiment (cost=86, urgency=1)", "compliance_audit: Compliance audit support (cost=76, urgency=3)", "customer_refund_pool: Customer refund reserve (cost=70, urgency=2)" ]
C
compliance_audit
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 4}
ticket.urgency
{"ticket": {"subject": "Charged twice for the same invoice A-541", "body": "Please reverse the duplicate payment They have waited 0 days. Segment=free.", "tier": "free", "priority": "p1", "wait_days": 0}, "channel": "phone"}
How urgent is this ticket? Pick one level letter from Criteria.
[ "A", "B", "C" ]
[ "0: low — can wait", "2: high — immediate", "1: medium — same day" ]
C
1
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 1, "schema": "choice", "hard": false, "n_options": 3}
alloc.can_fund_all
{"currency": "USD", "budget_remaining": 333, "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "requests": [{"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 53, "urgency": 1}, {"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 113, "urgency": 1...
Can we fund ALL remaining requests within the budget? Reply with one letter.
[ "A", "B" ]
[ "no: Budget is insufficient for all requests", "yes: Budget covers the sum of all request costs" ]
B
yes
{"gym": "resource_allocator", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
ticket.urgency
{"channel": "email", "ticket": {"subject": "Cannot log in after password reset", "body": "Customer says: The app crashes every time I open settings. Wait time so far: 0 days. Tier: pro.", "tier": "pro", "priority": "p3", "wait_days": 0}}
Rate urgency for this ticket on the given scale. Reply with one option letter.
[ "A", "B", "C" ]
[ "0: low — can wait", "1: medium — same day", "2: high — immediate" ]
B
1
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 1, "schema": "choice", "hard": false, "n_options": 3}
debate.enough_evidence
{"side_b": {"label": "oppose", "claims": [{"text": "Last Friday deploy caused a Sev-1", "hard_evidence": true}, {"text": "On-call coverage is thin on weekends", "hard_evidence": true}]}, "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_a": {"label": "support", "cla...
Evidence sufficiency check — yes or no via option letter.
[ "A", "B" ]
[ "no: Too thin or tied — needs more evidence", "yes: Enough hard evidence to decide" ]
B
yes
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
debate.winner
{"question": "We should rewrite the backend in Rust", "side_b": {"label": "oppose", "claims": [{"text": "I dream in garbage collectors", "hard_evidence": false}]}, "side_a": {"label": "support", "claims": [{"text": "p99 latency is 4x SLO on hot path", "hard_evidence": true}, {"text": "Rust prototype cut CPU 35% in benc...
Given the claims and evidence flags, who should win the debate? One letter.
[ "A", "B" ]
[ "support: Side A — support the proposal", "oppose: Side B — oppose the proposal" ]
A
support
{"gym": "debate_judge", "pro_ev": 2, "con_ev": 0, "schema": "choice", "hard": false, "n_options": 2}
alloc.pressure
{"budget_remaining": 140, "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "currency": "USD", "requests": [{"id": "compliance_audit", "title": "Compliance audit support", "cost": 69, "urgency": 3}, {"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 28, "urgency": 0...
How constrained is the budget relative to demand? Pick one letter.
[ "A", "B", "C" ]
[ "2: high — demand exceeds budget", "0: low — budget comfortably covers demand", "1: medium — close to capacity" ]
A
2
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 1.9, "schema": "choice", "hard": false, "n_options": 3}
debate.winner
{"side_b": {"label": "oppose", "claims": [{"text": "Some customers require on-site workshops", "hard_evidence": true}]}, "side_a": {"label": "support", "claims": [{"text": "Hiring pipeline widened internationally", "hard_evidence": true}, {"text": "Attrition dropped 20% after remote policy", "hard_evidence": true}]}, "...
Who wins under the stated evidence policy? One Criteria letter.
[ "A", "B" ]
[ "support: Side A — support the proposal", "oppose: Side B — oppose the proposal" ]
A
support
{"gym": "debate_judge", "pro_ev": 2, "con_ev": 1, "schema": "choice", "hard": false, "n_options": 2}
debate.enough_evidence
{"side_a": {"label": "support", "claims": [{"text": "p99 latency is 4x SLO on hot path", "hard_evidence": true}]}, "side_b": {"label": "oppose", "claims": [{"text": "Rewrite estimated at 2 quarters with feature freeze", "hard_evidence": true}]}, "rubric": "Prefer hard evidence over vibes; break ties toward the side wit...
Evidence sufficiency check — yes or no via option letter.
[ "A", "B" ]
[ "no: Too thin or tied — needs more evidence", "yes: Enough hard evidence to decide" ]
A
no
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
ticket.urgency
{"ticket": {"subject": "App crashes when opening settings", "body": "The app crashes every time I open settings They have waited 5 days. Segment=enterprise.", "tier": "enterprise", "priority": "p0", "wait_days": 5}, "channel": "chat"}
Urgency classification — choose exactly one Criteria letter.
[ "A", "B", "C" ]
[ "0: low — can wait", "2: high — immediate", "1: medium — same day" ]
B
2
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 2, "schema": "choice", "hard": false, "n_options": 3}
ticket.route
{"channel": "chat", "ticket": {"subject": "Delivery marked complete but missing", "body": "From customer (enterprise): Package marked delivered but nothing arrived. SLA wait=2d priority=p1.", "tier": "enterprise", "priority": "p1", "wait_days": 2}}
Which team should own this ticket? Reply with exactly one option letter.
[ "A", "B", "C", "D", "E" ]
[ "billing: payment, charges, invoices, refunds", "shipping: delivery, packages, tracking", "sales: pricing, upgrades, new accounts", "other: unclear or general questions", "technical: bugs, crashes, outages, integrations" ]
B
shipping
{"gym": "ticket_dungeon", "domain_seed": "shipping", "schema": "choice", "hard": false, "n_options": 5}
alloc.can_fund_all
{"currency": "USD", "budget_remaining": 232, "requests": [{"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 81, "urgency": 1}, {"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 36, "urgency": 0}, {"id": "oncall_stipend", "title": "On-call stipend top-up", "cost": 54, "urgency": 2}, {...
Can we fund ALL remaining requests within the budget? Reply with one letter.
[ "A", "B" ]
[ "no: Budget is insufficient for all requests", "yes: Budget covers the sum of all request costs" ]
A
no
{"gym": "resource_allocator", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.can_fund_all
{"budget_remaining": 253, "requests": [{"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 62, "urgency": 2}, {"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 58, "urgency": 1}, {"id": "ml_experiment", "title": "GPU hours for ML experiment", "cost": 84, "urgency": 1}], "policy": "Fund at mo...
Is the budget enough to approve every request? Reply with one option letter.
[ "A", "B" ]
[ "yes: Budget covers the sum of all request costs", "no: Budget is insufficient for all requests" ]
A
yes
{"gym": "resource_allocator", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
debate.winner
{"question": "Remote-first improves productivity", "side_a": {"label": "support", "claims": [{"text": "My friend likes remote", "hard_evidence": false}, {"text": "Attrition dropped 20% after remote policy", "hard_evidence": true}]}, "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard e...
Which side is better supported by evidence? Reply with one option letter.
[ "A", "B" ]
[ "oppose: Side B — oppose the proposal", "support: Side A — support the proposal" ]
A
oppose
{"gym": "debate_judge", "pro_ev": 1, "con_ev": 2, "schema": "choice", "hard": false, "n_options": 2}
debate.enough_evidence
{"side_a": {"label": "support", "claims": [{"text": "Juniors are cheaper vibes", "hard_evidence": false}]}, "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_b": {"label": "oppose", "claims": [{"text": "Ramp cost exceeds budget this half", "hard_evidence": true}]}, ...
Is there enough hard evidence to decide confidently? Reply with one letter.
[ "A", "B" ]
[ "no: Too thin or tied — needs more evidence", "yes: Enough hard evidence to decide" ]
A
no
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.can_fund_all
{"policy": "Fund at most one request per step; prefer higher urgency among affordable.", "currency": "USD", "requests": [{"id": "design_sprint", "title": "Design sprint facilitator", "cost": 28, "urgency": 0}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 53, "urgency": 2}, {"id": "office_snacks", "tit...
Would summing all costs fit under budget_remaining? Answer with one letter.
[ "A", "B" ]
[ "no: Budget is insufficient for all requests", "yes: Budget covers the sum of all request costs" ]
B
yes
{"gym": "resource_allocator", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
ticket.route
{"channel": "chat", "ticket": {"subject": "Thanks — just saying hello", "body": "Customer says: Is there a status page?. Wait time so far: 9 days. Tier: free.", "tier": "free", "priority": "p1", "wait_days": 9}}
Which team should own this ticket? Reply with exactly one option letter.
[ "A", "B", "C", "D", "E" ]
[ "billing: payment, charges, invoices, refunds", "other: unclear or general questions", "shipping: delivery, packages, tracking", "sales: pricing, upgrades, new accounts", "technical: bugs, crashes, outages, integrations" ]
B
other
{"gym": "ticket_dungeon", "domain_seed": "other", "schema": "choice", "hard": false, "n_options": 5}
ticket.needs_human
{"ticket": {"subject": "Compare Business vs Enterprise plans", "body": "Message: We need a quote for upgrading seats. Priority flag: p3. Account tier: enterprise.", "tier": "enterprise", "priority": "p3", "wait_days": 10}, "channel": "phone"}
Should a human review this before automated handling? Reply with one letter.
[ "A", "B" ]
[ "no: Safe for bot / routine", "yes: Needs a human (money, legal, anger, long wait, outage)" ]
B
yes
{"gym": "ticket_dungeon", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.can_fund_all
{"requests": [{"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 31, "urgency": 0}, {"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 53, "urgency": 2}, {"id": "ml_experiment", "title": "GPU hours for ML experiment", "cost": 94, "urgency": 1}], "currency": "USD", "budget_remaini...
Would summing all costs fit under budget_remaining? Answer with one letter.
[ "A", "B" ]
[ "no: Budget is insufficient for all requests", "yes: Budget covers the sum of all request costs" ]
B
yes
{"gym": "resource_allocator", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
ticket.urgency
{"channel": "chat", "ticket": {"subject": "Invoice shows unexpected billing amount", "body": "Message: I was charged twice and want a refund immediately. Priority flag: p3. Account tier: enterprise.", "tier": "enterprise", "priority": "p3", "wait_days": 9}}
Rate urgency for this ticket on the given scale. Reply with one option letter.
[ "A", "B", "C" ]
[ "1: medium — same day", "2: high — immediate", "0: low — can wait" ]
B
2
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 2, "schema": "choice", "hard": false, "n_options": 3}
alloc.pressure
{"policy": "Fund at most one request per step; prefer higher urgency among affordable.", "currency": "USD", "requests": [{"id": "office_snacks", "title": "Office snacks", "cost": 15, "urgency": 0}, {"id": "security_patch", "title": "Critical security patch", "cost": 40, "urgency": 3}, {"id": "compliance_audit", "title"...
How constrained is the budget relative to demand? Pick one letter.
[ "A", "B", "C" ]
[ "0: low — budget comfortably covers demand", "1: medium — close to capacity", "2: high — demand exceeds budget" ]
B
1
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 0.8449612403100775, "schema": "choice", "hard": false, "n_options": 3}
alloc.can_fund_all
{"requests": [{"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 82, "urgency": 1}, {"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 121, "urgency": 1}, {"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 41, "urgency": 0}], "budget_remaining": 147, "currency": "US...
Is the budget enough to approve every request? Reply with one option letter.
[ "A", "B" ]
[ "no: Budget is insufficient for all requests", "yes: Budget covers the sum of all request costs" ]
A
no
{"gym": "resource_allocator", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.can_fund_all
{"budget_remaining": 324, "requests": [{"id": "oncall_stipend", "title": "On-call stipend top-up", "cost": 39, "urgency": 2}, {"id": "ml_experiment", "title": "GPU hours for ML experiment", "cost": 98, "urgency": 1}, {"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 123, "urgency": 1}, {"id": "desi...
Would summing all costs fit under budget_remaining? Answer with one letter.
[ "A", "B" ]
[ "no: Budget is insufficient for all requests", "yes: Budget covers the sum of all request costs" ]
B
yes
{"gym": "resource_allocator", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.can_fund_all
{"budget_remaining": 224, "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "currency": "USD", "requests": [{"id": "security_patch", "title": "Critical security patch", "cost": 42, "urgency": 3}, {"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 82, "urgency": 1}...
Would summing all costs fit under budget_remaining? Answer with one letter.
[ "A", "B" ]
[ "no: Budget is insufficient for all requests", "yes: Budget covers the sum of all request costs" ]
A
no
{"gym": "resource_allocator", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.can_fund_all
{"requests": [{"id": "office_snacks", "title": "Office snacks", "cost": 18, "urgency": 0}, {"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 118, "urgency": 1}, {"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 44, "urgency": 1}, {"id": "ml_experiment", "title": "GPU hours for ML e...
Is the budget enough to approve every request? Reply with one option letter.
[ "A", "B" ]
[ "no: Budget is insufficient for all requests", "yes: Budget covers the sum of all request costs" ]
B
yes
{"gym": "resource_allocator", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.can_fund_all
{"budget_remaining": 326, "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "requests": [{"id": "compliance_audit", "title": "Compliance audit support", "cost": 78, "urgency": 3}, {"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 40, "urgency": 0}, {"id": "design_s...
Can we fund ALL remaining requests within the budget? Reply with one letter.
[ "A", "B" ]
[ "yes: Budget covers the sum of all request costs", "no: Budget is insufficient for all requests" ]
A
yes
{"gym": "resource_allocator", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.can_fund_all
{"policy": "Fund at most one request per step; prefer higher urgency among affordable.", "currency": "USD", "budget_remaining": 307, "requests": [{"id": "compliance_audit", "title": "Compliance audit support", "cost": 68, "urgency": 3}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 59, "urgency": 2}, {...
Would summing all costs fit under budget_remaining? Answer with one letter.
[ "A", "B" ]
[ "no: Budget is insufficient for all requests", "yes: Budget covers the sum of all request costs" ]
B
yes
{"gym": "resource_allocator", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.can_fund_all
{"requests": [{"id": "security_patch", "title": "Critical security patch", "cost": 37, "urgency": 3}, {"id": "office_snacks", "title": "Office snacks", "cost": 14, "urgency": 0}, {"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 78, "urgency": 1}, {"id": "compliance_audit", "title": "Compliance audit...
Is the budget enough to approve every request? Reply with one option letter.
[ "A", "B" ]
[ "yes: Budget covers the sum of all request costs", "no: Budget is insufficient for all requests" ]
A
yes
{"gym": "resource_allocator", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
debate.winner
{"rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_a": {"label": "support", "claims": [{"text": "Rust is trendy on HN", "hard_evidence": false}, {"text": "p99 latency is 4x SLO on hot path", "hard_evidence": true}, {"text": "Rust prototype cut CPU 35% in bench", "ha...
Who wins under the stated evidence policy? One Criteria letter.
[ "A", "B" ]
[ "support: Side A — support the proposal", "oppose: Side B — oppose the proposal" ]
A
support
{"gym": "debate_judge", "pro_ev": 2, "con_ev": 1, "schema": "choice", "hard": false, "n_options": 2}
debate.confidence
{"side_b": {"label": "oppose", "claims": [{"text": "I just don't like Fridays", "hard_evidence": false}, {"text": "Last Friday deploy caused a Sev-1", "hard_evidence": true}]}, "question": "We should deploy on Friday", "side_a": {"label": "support", "claims": [{"text": "Customers asked for the fix this week", "hard_evi...
How confident should we be in the judgment? Reply with one level letter.
[ "A", "B", "C" ]
[ "2: high confidence", "1: medium confidence", "0: low confidence" ]
C
0
{"gym": "debate_judge", "schema_hint": "score", "schema": "choice", "hard": false, "n_options": 3}
debate.winner
{"rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_a": {"label": "support", "claims": [{"text": "Open source is always good actually", "hard_evidence": false}, {"text": "Inbound PRs already fix bugs we lack time for", "hard_evidence": true}]}, "side_b": {"label": "o...
Given the claims and evidence flags, who should win the debate? One letter.
[ "A", "B" ]
[ "support: Side A — support the proposal", "oppose: Side B — oppose the proposal" ]
B
oppose
{"gym": "debate_judge", "pro_ev": 1, "con_ev": 1, "schema": "choice", "hard": false, "n_options": 2}
ticket.route
{"channel": "phone", "ticket": {"subject": "Thanks — just saying hello", "body": "Customer says: How do I change my display name?. Wait time so far: 2 days. Tier: free.", "tier": "free", "priority": "p0", "wait_days": 2}}
Best team for this case? Answer with a single option letter.
[ "A", "B", "C", "D", "E" ]
[ "technical: bugs, crashes, outages, integrations", "sales: pricing, upgrades, new accounts", "billing: payment, charges, invoices, refunds", "other: unclear or general questions", "shipping: delivery, packages, tracking" ]
D
other
{"gym": "ticket_dungeon", "domain_seed": "other", "schema": "choice", "hard": false, "n_options": 5}
debate.winner
{"question": "We should open-source the core library", "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_a": {"label": "support", "claims": [{"text": "Design partners ask for source escrow", "hard_evidence": true}, {"text": "Open source is always good actually", "ha...
Apply the rubric: hard evidence beats vibes. Pick the winning side letter.
[ "A", "B" ]
[ "oppose: Side B — oppose the proposal", "support: Side A — support the proposal" ]
A
oppose
{"gym": "debate_judge", "pro_ev": 1, "con_ev": 2, "schema": "choice", "hard": false, "n_options": 2}
ticket.urgency
{"ticket": {"subject": "Interested in upgrading to Pro", "body": "Customer says: Can sales walk us through annual pricing?. Wait time so far: 3 days. Tier: free.", "tier": "free", "priority": "p0", "wait_days": 3}, "channel": "chat"}
How urgent is this ticket? Pick one level letter from Criteria.
[ "A", "B", "C" ]
[ "0: low — can wait", "1: medium — same day", "2: high — immediate" ]
C
2
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 2, "schema": "choice", "hard": false, "n_options": 3}
End of preview. Expand in Data Studio

systemone-lite-general

Synthetic typed-decision rows for systemone-lite (letter-alias choice labels for causal LM SFT).

Not affiliated with TypeSafe AI / Jev. Labels are rule-based, not human prefs.

Splits

Split Rows Notes
train 32 400 Stratified mix of 3 gyms
test 3 600 iid held-out by task
test_hard 5 400 layout / paraphrase / option-subset shift
full 36 000 train + iid test

Gyms

  • TicketDungeon: ticket.route, ticket.needs_human, ticket.urgency
  • ResourceAllocator: alloc.fund_next, alloc.can_fund_all, alloc.pressure
  • DebateJudge: debate.winner, debate.enough_evidence, debate.confidence

Downstream numbers (same repo)

Fine-tune → dwidlee/systemone-lite-0.5b:

Split Base 0.5B SFT
test (n=3600) 0.439 0.679
test_hard (n=5400) 0.427 0.652

Load

from datasets import load_dataset
ds = load_dataset("dwidlee/systemone-lite-general")
print(ds)
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Models trained or fine-tuned on dwidlee/systemone-lite-general