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9 values
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195
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instructions
stringclasses
33 values
criteria_keys
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2
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label_alias
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5 values
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meta
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debate.winner
{"side_b": {"label": "oppose", "claims": [{"text": "Critical path needs senior ownership now", "hard_evidence": true}]}, "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"...
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" ]
B
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": "Inbound PRs already fix bugs we lack time for", "hard_evidence": true}, {"text": "Design partners ask for source escrow", "hard_evidence": true}]}, "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "question": "We shoul...
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" ]
B
yes
{"gym": "debate_judge", "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.", "budget_remaining": 169, "currency": "USD", "requests": [{"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 122, "urgency": 1}, {"id": "oncall_stipend", "title": "On-call stipend top-up", "cost": 41, "urgency": ...
Given budget_remaining and urgencies, which request wins? One letter.
[ "A", "B", "C" ]
[ "laptop_refresh: Engineer laptop refresh (cost=75, urgency=1)", "oncall_stipend: On-call stipend top-up (cost=41, urgency=2)", "cdn_upgrade: CDN capacity upgrade (cost=58, urgency=2)" ]
B
oncall_stipend
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 3}
alloc.pressure
{"policy": "Fund at most one request per step; prefer higher urgency among affordable.", "currency": "USD", "budget_remaining": 129, "requests": [{"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 56, "urgency": 2}, {"id": "oncall_stipend", "title": "On-call stipend top-up", "cost": 54, "urgency...
Budget tightness score — choose one Criteria letter.
[ "A", "B", "C" ]
[ "0: low — budget comfortably covers demand", "1: medium — close to capacity", "2: high — demand exceeds budget" ]
C
2
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 1.7984496124031009, "schema": "choice", "hard": false, "n_options": 3}
ticket.needs_human
{"channel": "chat", "ticket": {"subject": "Invoice shows unexpected billing amount", "body": "Please reverse the duplicate payment They have waited 10 days. Segment=pro.", "tier": "pro", "priority": "p0", "wait_days": 10}}
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.pressure
{"budget_remaining": 97, "currency": "USD", "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "requests": [{"id": "office_snacks", "title": "Office snacks", "cost": 16, "urgency": 0}, {"id": "compliance_audit", "title": "Compliance audit support", "cost": 74, "urgency": 3}, {"id": ...
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" ]
C
2
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 1.2474226804123711, "schema": "choice", "hard": false, "n_options": 3}
debate.winner
{"rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "question": "We should open-source the core library", "side_a": {"label": "support", "claims": [{"text": "Open source is always good actually", "hard_evidence": false}]}, "side_b": {"label": "oppose", "claims": [{"text": ...
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" ]
B
support
{"gym": "debate_judge", "pro_ev": 0, "con_ev": 0, "schema": "choice", "hard": false, "n_options": 2}
debate.confidence
{"question": "We should hire more junior engineers", "side_a": {"label": "support", "claims": [{"text": "Internship NPS was high and conversion strong", "hard_evidence": true}, {"text": "Juniors are cheaper vibes", "hard_evidence": false}]}, "rubric": "Prefer hard evidence over vibes; break ties toward the side with mo...
How confident should we be in the judgment? Reply with one level letter.
[ "A", "B" ]
[ "0: low confidence", "1: medium confidence" ]
B
1
{"gym": "debate_judge", "schema_hint": "score", "schema": "choice", "hard": false, "n_options": 2}
ticket.route
{"channel": "chat", "ticket": {"subject": "Duplicate card charge on order A-460", "body": "Customer says: Billing portal shows an incorrect charge. Wait time so far: 10 days. Tier: free.", "tier": "free", "priority": "p0", "wait_days": 10}}
Choose the owning queue from Criteria. One letter only.
[ "A", "B", "C", "D", "E" ]
[ "shipping: delivery, packages, tracking", "billing: payment, charges, invoices, refunds", "other: unclear or general questions", "sales: pricing, upgrades, new accounts", "technical: bugs, crashes, outages, integrations" ]
B
billing
{"gym": "ticket_dungeon", "domain_seed": "billing", "schema": "choice", "hard": false, "n_options": 5}
alloc.can_fund_all
{"budget_remaining": 233, "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "currency": "USD", "requests": [{"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 46, "urgency": 2}, {"id": "security_patch", "title": "Critical security patch", "cost": 43, "urgency": 3}, {"id...
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}
ticket.urgency
{"channel": "phone", "ticket": {"subject": "API returns 500 on /v1/invoices", "body": "Thread summary — Stack trace on checkout — looks like a bug | wait_days=1 | tier=enterprise | priority=p0", "tier": "enterprise", "priority": "p0", "wait_days": 1}}
Rate urgency for this ticket on the given scale. Reply with one option 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}
alloc.fund_next
{"currency": "USD", "requests": [{"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 45, "urgency": 1}, {"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 36, "urgency": 0}, {"id": "compliance_audit", "title": "Compliance audit support", "cost": 73, "urgency": 3}, {"id": "security_patch",...
Select the next funding target under the policy. One option letter.
[ "A", "B", "C", "D" ]
[ "security_patch: Critical security patch (cost=47, urgency=3)", "docs_rewrite: Docs rewrite contractor (cost=36, urgency=0)", "hiring_bonus: Hiring referral bonuses (cost=45, urgency=1)", "compliance_audit: Compliance audit support (cost=73, urgency=3)" ]
A
security_patch
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 4}
debate.enough_evidence
{"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 load estimates exceed current headcount", "hard_evidence": true}]}, "question": "We should open-source the core libra...
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": "Courier says package damaged", "body": "Customer says: Package marked delivered but nothing arrived. Wait time so far: 10 days. Tier: free.", "tier": "free", "priority": "p1", "wait_days": 10}, "channel": "chat"}
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.winner
{"side_a": {"label": "support", "claims": [{"text": "Competitors already priced 12% higher", "hard_evidence": true}, {"text": "Prices going up sounds cool", "hard_evidence": false}]}, "question": "We should raise prices 10%", "side_b": {"label": "oppose", "claims": [{"text": "Churn spiked after last increase", "hard_ev...
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" ]
A
support
{"gym": "debate_judge", "pro_ev": 1, "con_ev": 1, "schema": "choice", "hard": false, "n_options": 2}
debate.enough_evidence
{"side_a": {"label": "support", "claims": [{"text": "Juniors are cheaper vibes", "hard_evidence": false}, {"text": "Internship NPS was high and conversion strong", "hard_evidence": true}, {"text": "Senior mentors have spare capacity", "hard_evidence": true}]}, "question": "We should hire more junior engineers", "rubric...
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" ]
B
yes
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
debate.confidence
{"side_a": {"label": "support", "claims": [{"text": "Competitors already priced 12% higher", "hard_evidence": true}, {"text": "Gross margin is below target", "hard_evidence": true}, {"text": "Prices going up sounds cool", "hard_evidence": false}]}, "side_b": {"label": "oppose", "claims": [{"text": "Churn spiked after l...
Rate decision confidence from the evidence balance. One letter.
[ "A", "B" ]
[ "2: high confidence", "1: medium confidence" ]
B
1
{"gym": "debate_judge", "schema_hint": "score", "schema": "choice", "hard": false, "n_options": 2}
alloc.can_fund_all
{"requests": [{"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 43, "urgency": 1}, {"id": "design_sprint", "title": "Design sprint facilitator", "cost": 32, "urgency": 0}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 62, "urgency": 2}, {"id": "docs_rewrite", "title": "Docs rewrite con...
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" ]
B
no
{"gym": "resource_allocator", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
ticket.needs_human
{"channel": "chat", "ticket": {"subject": "Delivery marked complete but missing", "body": "Tracking has not moved for a week They have waited 4 days. Segment=free.", "tier": "free", "priority": "p0", "wait_days": 4}}
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.winner
{"question": "Remote-first improves productivity", "side_b": {"label": "oppose", "claims": [{"text": "Some customers require on-site workshops", "hard_evidence": true}]}, "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_a": {"label": "support", "claims": [{"text": ...
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": 1, "con_ev": 1, "schema": "choice", "hard": false, "n_options": 2}
ticket.urgency
{"ticket": {"subject": "General question about account", "body": "Message: How do I change my display name?. Priority flag: p2. Account tier: free.", "tier": "free", "priority": "p2", "wait_days": 1}, "channel": "chat"}
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" ]
C
0
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 0, "schema": "choice", "hard": false, "n_options": 3}
debate.enough_evidence
{"side_b": {"label": "oppose", "claims": [{"text": "Offices look empty and sad", "hard_evidence": false}]}, "question": "Remote-first improves productivity", "side_a": {"label": "support", "claims": [{"text": "Hiring pipeline widened internationally", "hard_evidence": true}, {"text": "My friend likes remote", "hard_evi...
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.needs_human
{"channel": "email", "ticket": {"subject": "Package stuck in transit for 6 days", "body": "Message: Tracking has not moved for a week. Priority flag: p1. Account tier: pro.", "tier": "pro", "priority": "p1", "wait_days": 6}}
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.", "budget_remaining": 197, "currency": "USD", "requests": [{"id": "compliance_audit", "title": "Compliance audit support", "cost": 79, "urgency": 3}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 46, "urgency": 2}, {...
Rate overall budget pressure. Reply with one level letter.
[ "A", "B", "C" ]
[ "1: medium — close to capacity", "2: high — demand exceeds budget", "0: low — budget comfortably covers demand" ]
B
2
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 1.2791878172588833, "schema": "choice", "hard": false, "n_options": 3}
ticket.urgency
{"channel": "phone", "ticket": {"subject": "Compare Business vs Enterprise plans", "body": "From customer (pro): We need a quote for upgrading seats. SLA wait=2d priority=p1.", "tier": "pro", "priority": "p1", "wait_days": 2}}
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" ]
A
1
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 1, "schema": "choice", "hard": false, "n_options": 3}
ticket.route
{"channel": "email", "ticket": {"subject": "App crashes when opening settings", "body": "Message: The app crashes every time I open settings. Priority flag: p1. Account tier: enterprise.", "tier": "enterprise", "priority": "p1", "wait_days": 6}}
Route this support ticket to the best team. Reply with one option letter.
[ "A", "B", "C", "D", "E" ]
[ "shipping: delivery, packages, tracking", "technical: bugs, crashes, outages, integrations", "other: unclear or general questions", "sales: pricing, upgrades, new accounts", "billing: payment, charges, invoices, refunds" ]
B
technical
{"gym": "ticket_dungeon", "domain_seed": "technical", "schema": "choice", "hard": false, "n_options": 5}
debate.confidence
{"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 with more hard evidence.", "question": "We should rewrite the backend in Rust", "side_a": {"label": "support", "claim...
Confidence score for this adjudication — pick one Criteria letter.
[ "A", "B", "C" ]
[ "1: medium confidence", "2: high confidence", "0: low confidence" ]
A
1
{"gym": "debate_judge", "schema_hint": "score", "schema": "choice", "hard": false, "n_options": 3}
ticket.urgency
{"channel": "phone", "ticket": {"subject": "App crashes when opening settings", "body": "Customer says: Production API outage on invoices endpoint. Wait time so far: 8 days. Tier: enterprise.", "tier": "enterprise", "priority": "p1", "wait_days": 8}}
Rate urgency for this ticket on the given scale. Reply with one option 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
{"ticket": {"subject": "API returns 500 on /v1/invoices", "body": "Production API outage on invoices endpoint They have waited 8 days. Segment=enterprise.", "tier": "enterprise", "priority": "p1", "wait_days": 8}, "channel": "chat"}
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.", "budget_remaining": 70, "requests": [{"id": "office_snacks", "title": "Office snacks", "cost": 18, "urgency": 0}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 48, "urgency": 2}, {"id": "docs_rewrite", "title": "Do...
How constrained is the budget relative to demand? Pick one letter.
[ "A", "B", "C" ]
[ "1: medium — close to capacity", "0: low — budget comfortably covers demand", "2: high — demand exceeds budget" ]
C
2
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 1.5571428571428572, "schema": "choice", "hard": false, "n_options": 3}
debate.winner
{"question": "We should raise prices 10%", "side_a": {"label": "support", "claims": [{"text": "Gross margin is below target", "hard_evidence": true}, {"text": "Prices going up sounds cool", "hard_evidence": false}, {"text": "Competitors already priced 12% higher", "hard_evidence": true}]}, "side_b": {"label": "oppose",...
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" ]
B
support
{"gym": "debate_judge", "pro_ev": 2, "con_ev": 2, "schema": "choice", "hard": false, "n_options": 2}
ticket.route
{"channel": "email", "ticket": {"subject": "Delivery marked complete but missing", "body": "Thread summary — Courier lost my shipment | wait_days=8 | tier=pro | priority=p3", "tier": "pro", "priority": "p3", "wait_days": 8}}
Route this support ticket to the best team. Reply with one option letter.
[ "A", "B", "C", "D", "E" ]
[ "sales: pricing, upgrades, new accounts", "billing: payment, charges, invoices, refunds", "technical: bugs, crashes, outages, integrations", "shipping: delivery, packages, tracking", "other: unclear or general questions" ]
D
shipping
{"gym": "ticket_dungeon", "domain_seed": "shipping", "schema": "choice", "hard": false, "n_options": 5}
debate.winner
{"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": "Core contains proprietary scoring IP", "hard_evidence": true}, {"text": "Support load estimates exce...
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}
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": 69, "urgency": 2}, {"id": "design_sprint", "title": "Design sprint facilitator", "cost": 17, "urgency": 0}, {"id": "cdn_upgr...
Budget tightness score — choose one Criteria letter.
[ "A", "B", "C" ]
[ "1: medium — close to capacity", "2: high — demand exceeds budget", "0: low — budget comfortably covers demand" ]
A
1
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 1.104, "schema": "choice", "hard": false, "n_options": 3}
alloc.fund_next
{"budget_remaining": 130, "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "currency": "USD", "requests": [{"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 82, "urgency": 1}, {"id": "oncall_stipend", "title": "On-call stipend top-up", "cost": 46, "urgency": 2},...
Which single request should be funded next given the budget? Reply with one letter.
[ "A", "B", "C" ]
[ "laptop_refresh: Engineer laptop refresh (cost=82, urgency=1)", "oncall_stipend: On-call stipend top-up (cost=46, urgency=2)", "compliance_audit: Compliance audit support (cost=76, urgency=3)" ]
C
compliance_audit
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 3}
ticket.urgency
{"channel": "phone", "ticket": {"subject": "API returns 500 on /v1/invoices", "body": "Stack trace on checkout — looks like a bug They have waited 4 days. Segment=enterprise.", "tier": "enterprise", "priority": "p1", "wait_days": 4}}
Urgency classification — choose exactly one Criteria 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.enough_evidence
{"question": "We should hire more junior engineers", "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"...
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" ]
B
no
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
debate.enough_evidence
{"side_b": {"label": "oppose", "claims": [{"text": "Enterprise deals are price-sensitive this quarter", "hard_evidence": true}, {"text": "Customers will be mad forever", "hard_evidence": false}]}, "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_a": {"label": "supp...
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.can_fund_all
{"currency": "USD", "requests": [{"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 68, "urgency": 2}, {"id": "oncall_stipend", "title": "On-call stipend top-up", "cost": 51, "urgency": 2}, {"id": "office_snacks", "title": "Office snacks", "cost": 6, "urgency": 0}, {"id": "compliance_audit", "ti...
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}
ticket.urgency
{"ticket": {"subject": "Production outage: checkout broken", "body": "From customer (pro): The app crashes every time I open settings. SLA wait=10d priority=p3.", "tier": "pro", "priority": "p3", "wait_days": 10}, "channel": "phone"}
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}
debate.enough_evidence
{"question": "We should raise prices 10%", "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_a": {"label": "support", "claims": [{"text": "Gross margin is below target", "hard_evidence": true}, {"text": "Prices going up sounds cool", "hard_evidence": false}, {"text"...
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" ]
B
no
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.pressure
{"requests": [{"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 83, "urgency": 1}, {"id": "office_snacks", "title": "Office snacks", "cost": 6, "urgency": 0}, {"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 46, "urgency": 1}, {"id": "oncall_stipend", "title": "On-call stipend top-u...
Rate overall budget pressure. Reply with one level 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": 1.9655172413793103, "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_b": {"label": "oppose", "claims": [{"text": "Offices look empty and sad", "hard_evidence": false}, {"text": "Some customers require on-site workshops", "hard_evidence": true}, {"text": "New-grad ramp surveys show sl...
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": 2, "con_ev": 2, "schema": "choice", "hard": false, "n_options": 2}
debate.enough_evidence
{"question": "Remote-first improves productivity", "side_b": {"label": "oppose", "claims": [{"text": "New-grad ramp surveys show slower onboarding", "hard_evidence": true}, {"text": "Offices look empty and sad", "hard_evidence": false}]}, "side_a": {"label": "support", "claims": [{"text": "Attrition dropped 20% after r...
Do we have sufficient evidence-backed claims (not vibes)? Reply with one letter.
[ "A", "B" ]
[ "yes: Enough hard evidence to decide", "no: Too thin or tied — needs more evidence" ]
B
no
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.fund_next
{"requests": [{"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 69, "urgency": 2}, {"id": "security_patch", "title": "Critical security patch", "cost": 33, "urgency": 3}, {"id": "design_sprint", "title": "Design sprint facilitator", "cost": 25, "urgency": 0}], "currency": "USD", "policy": "Fund...
Pick the best request to fund now. Prefer high urgency that fits the remaining budget.
[ "A", "B", "C" ]
[ "customer_refund_pool: Customer refund reserve (cost=69, urgency=2)", "design_sprint: Design sprint facilitator (cost=25, urgency=0)", "security_patch: Critical security patch (cost=33, urgency=3)" ]
C
security_patch
{"gym": "resource_allocator", "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": "Ramp cost exceeds budget this half", "hard_evidence": true}, {"text": "Critical path needs senior ownership now", "hard_evidence": true}, {"text": "Juniors ask too many q...
Do we have sufficient evidence-backed claims (not vibes)? Reply with one letter.
[ "A", "B" ]
[ "yes: Enough hard evidence to decide", "no: Too thin or tied — needs more evidence" ]
B
no
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
debate.winner
{"question": "We should rewrite the backend in Rust", "side_a": {"label": "support", "claims": [{"text": "Rust is trendy on HN", "hard_evidence": false}, {"text": "Rust prototype cut CPU 35% in bench", "hard_evidence": true}, {"text": "p99 latency is 4x SLO on hot path", "hard_evidence": true}]}, "side_b": {"label": "o...
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": 2, "schema": "choice", "hard": false, "n_options": 2}
alloc.pressure
{"budget_remaining": 173, "requests": [{"id": "design_sprint", "title": "Design sprint facilitator", "cost": 28, "urgency": 0}, {"id": "office_snacks", "title": "Office snacks", "cost": 10, "urgency": 0}, {"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 45, "urgency": 0}, {"id": "cdn_upgrade", "title"...
How constrained is the budget relative to demand? Pick one letter.
[ "A", "B", "C" ]
[ "2: high — demand exceeds budget", "1: medium — close to capacity", "0: low — budget comfortably covers demand" ]
B
1
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 1.1271676300578035, "schema": "choice", "hard": false, "n_options": 3}
ticket.needs_human
{"channel": "email", "ticket": {"subject": "Where is the documentation?", "body": "Customer says: Where can I find documentation?. Wait time so far: 1 days. Tier: free.", "tier": "free", "priority": "p3", "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)" ]
A
no
{"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.", "budget_remaining": 235, "requests": [{"id": "compliance_audit", "title": "Compliance audit support", "cost": 68, "urgency": 3}, {"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 75, "urgency": 1}, {"id": "ml_exp...
Select the next funding target under the policy. One option letter.
[ "A", "B", "C", "D" ]
[ "laptop_refresh: Engineer laptop refresh (cost=75, urgency=1)", "design_sprint: Design sprint facilitator (cost=21, urgency=0)", "ml_experiment: GPU hours for ML experiment (cost=98, urgency=1)", "compliance_audit: Compliance audit support (cost=68, urgency=3)" ]
D
compliance_audit
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 4}
ticket.urgency
{"ticket": {"subject": "Where is the documentation?", "body": "From customer (pro): Is there a status page?. SLA wait=9d priority=p3.", "tier": "pro", "priority": "p3", "wait_days": 9}, "channel": "email"}
How urgent is this ticket? Pick one level letter from Criteria.
[ "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}
alloc.pressure
{"requests": [{"id": "security_patch", "title": "Critical security patch", "cost": 45, "urgency": 3}, {"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 54, "urgency": 1}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 65, "urgency": 2}, {"id": "ml_experiment", "title": "GPU hours for ML...
Budget tightness score — choose one Criteria letter.
[ "A", "B", "C" ]
[ "2: high — demand exceeds budget", "0: low — budget comfortably covers demand", "1: medium — close to capacity" ]
C
1
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 0.9097560975609756, "schema": "choice", "hard": false, "n_options": 3}
debate.winner
{"rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "question": "Remote-first improves productivity", "side_b": {"label": "oppose", "claims": [{"text": "Offices look empty and sad", "hard_evidence": false}, {"text": "New-grad ramp surveys show slower onboarding", "hard_evi...
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": 0, "con_ev": 2, "schema": "choice", "hard": false, "n_options": 2}
debate.enough_evidence
{"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": "New-grad ramp surveys show slower onboarding", "hard_evidence": true}]}, "side_a": {"label": "support", "claims": [{"tex...
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" ]
B
yes
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
ticket.route
{"channel": "chat", "ticket": {"subject": "Invoice shows unexpected billing amount", "body": "Thread summary — Invoice shows wrong amount on my card | wait_days=5 | tier=enterprise | priority=p1", "tier": "enterprise", "priority": "p1", "wait_days": 5}}
Select the correct routing destination for the ticket state.
[ "A", "B", "C", "D", "E" ]
[ "sales: pricing, upgrades, new accounts", "technical: bugs, crashes, outages, integrations", "billing: payment, charges, invoices, refunds", "shipping: delivery, packages, tracking", "other: unclear or general questions" ]
C
billing
{"gym": "ticket_dungeon", "domain_seed": "billing", "schema": "choice", "hard": false, "n_options": 5}
ticket.route
{"ticket": {"subject": "Interested in upgrading to Pro", "body": "Interested in enterprise pricing and a demo They have waited 4 days. Segment=pro.", "tier": "pro", "priority": "p0", "wait_days": 4}, "channel": "email"}
Which team should own this ticket? Reply with exactly one option letter.
[ "A", "B", "C", "D", "E" ]
[ "sales: pricing, upgrades, new accounts", "technical: bugs, crashes, outages, integrations", "other: unclear or general questions", "shipping: delivery, packages, tracking", "billing: payment, charges, invoices, refunds" ]
A
sales
{"gym": "ticket_dungeon", "domain_seed": "sales", "schema": "choice", "hard": false, "n_options": 5}
ticket.needs_human
{"channel": "chat", "ticket": {"subject": "Interested in upgrading to Pro", "body": "Message: Interested in enterprise pricing and a demo. Priority flag: p3. Account tier: enterprise.", "tier": "enterprise", "priority": "p3", "wait_days": 0}}
Should a human review this before automated handling? Reply with one letter.
[ "A", "B" ]
[ "yes: Needs a human (money, legal, anger, long wait, outage)", "no: Safe for bot / routine" ]
B
no
{"gym": "ticket_dungeon", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.fund_next
{"budget_remaining": 273, "requests": [{"id": "security_patch", "title": "Critical security patch", "cost": 30, "urgency": 3}, {"id": "office_snacks", "title": "Office snacks", "cost": 6, "urgency": 0}, {"id": "oncall_stipend", "title": "On-call stipend top-up", "cost": 50, "urgency": 2}, {"id": "marketing_campaign", "...
Select the next funding target under the policy. One option letter.
[ "A", "B", "C", "D" ]
[ "marketing_campaign: Q3 marketing campaign (cost=115, urgency=1)", "security_patch: Critical security patch (cost=30, urgency=3)", "office_snacks: Office snacks (cost=6, urgency=0)", "oncall_stipend: On-call stipend top-up (cost=50, urgency=2)" ]
B
security_patch
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 4}
alloc.fund_next
{"currency": "USD", "budget_remaining": 278, "requests": [{"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 54, "urgency": 1}, {"id": "compliance_audit", "title": "Compliance audit support", "cost": 60, "urgency": 3}, {"id": "office_snacks", "title": "Office snacks", "cost": 9, "urgency": 0}, {"id": "l...
Pick the best request to fund now. Prefer high urgency that fits the remaining budget.
[ "A", "B", "C", "D", "E" ]
[ "hiring_bonus: Hiring referral bonuses (cost=54, urgency=1)", "office_snacks: Office snacks (cost=9, urgency=0)", "laptop_refresh: Engineer laptop refresh (cost=80, urgency=1)", "ml_experiment: GPU hours for ML experiment (cost=91, urgency=1)", "compliance_audit: Compliance audit support (cost=60, urgency=3...
E
compliance_audit
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 5}
ticket.urgency
{"ticket": {"subject": "Invoice shows unexpected billing amount", "body": "Message: Please reverse the duplicate payment. Priority flag: p2. Account tier: pro.", "tier": "pro", "priority": "p2", "wait_days": 3}, "channel": "phone"}
Assign an urgency score using the listed levels. One 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}
alloc.can_fund_all
{"requests": [{"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 120, "urgency": 1}, {"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 58, "urgency": 2}, {"id": "security_patch", "title": "Critical security patch", "cost": 38, "urgency": 3}, {"id": "laptop_refresh", "title":...
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": "phone", "ticket": {"subject": "App crashes when opening settings", "body": "The app crashes every time I open settings They have waited 9 days. Segment=free.", "tier": "free", "priority": "p3", "wait_days": 9}}
How urgent is this ticket? Pick one level letter from Criteria.
[ "A", "B" ]
[ "2: high — immediate", "0: low — can wait" ]
A
2
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 2, "schema": "choice", "hard": false, "n_options": 2}
alloc.pressure
{"policy": "Fund at most one request per step; prefer higher urgency among affordable.", "budget_remaining": 331, "currency": "USD", "requests": [{"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 66, "urgency": 2}, {"id": "oncall_stipend", "title": "On-call stipend top-up", "cost": 52, "urgency...
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" ]
C
1
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 0.9818731117824774, "schema": "choice", "hard": false, "n_options": 3}
alloc.pressure
{"budget_remaining": 83, "requests": [{"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 45, "urgency": 0}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 65, "urgency": 2}, {"id": "compliance_audit", "title": "Compliance audit support", "cost": 65, "urgency": 3}], "currency": "USD", "po...
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": 2.108433734939759, "schema": "choice", "hard": false, "n_options": 3}
debate.winner
{"question": "We should raise prices 10%", "side_a": {"label": "support", "claims": [{"text": "Prices going up sounds cool", "hard_evidence": false}, {"text": "Gross margin is below target", "hard_evidence": true}, {"text": "Competitors already priced 12% higher", "hard_evidence": true}]}, "rubric": "Prefer hard eviden...
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" ]
B
support
{"gym": "debate_judge", "pro_ev": 2, "con_ev": 2, "schema": "choice", "hard": false, "n_options": 2}
debate.winner
{"side_a": {"label": "support", "claims": [{"text": "Staging tests are green", "hard_evidence": true}, {"text": "Customers asked for the fix this week", "hard_evidence": true}, {"text": "Fridays feel lucky", "hard_evidence": false}]}, "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard...
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": 2, "schema": "choice", "hard": false, "n_options": 2}
alloc.pressure
{"budget_remaining": 247, "requests": [{"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 58, "urgency": 2}, {"id": "ml_experiment", "title": "GPU hours for ML experiment", "cost": 89, "urgency": 1}, {"id": "design_sprint", "title": "Design sprint facilitator", "cost": 30, "urgency": 0}], "currency": "USD",...
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" ]
A
0
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 0.7165991902834008, "schema": "choice", "hard": false, "n_options": 3}
alloc.can_fund_all
{"budget_remaining": 184, "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "requests": [{"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 65, "urgency": 2}, {"id": "design_sprint", "title": "Design sprint facilitator", "cost": 17, "urgency": 0}, {"id": "compliance_aud...
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}
ticket.urgency
{"channel": "email", "ticket": {"subject": "App crashes when opening settings", "body": "The app crashes every time I open settings They have waited 9 days. Segment=enterprise.", "tier": "enterprise", "priority": "p2", "wait_days": 9}}
Assign an urgency score using the listed levels. One 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}
alloc.fund_next
{"currency": "USD", "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "requests": [{"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 45, "urgency": 1}, {"id": "design_sprint", "title": "Design sprint facilitator", "cost": 20, "urgency": 0}, {"id": "cdn_upgrade", "t...
Given budget_remaining and urgencies, which request wins? One letter.
[ "A", "B", "C", "D", "E" ]
[ "laptop_refresh: Engineer laptop refresh (cost=73, urgency=1)", "docs_rewrite: Docs rewrite contractor (cost=45, urgency=0)", "design_sprint: Design sprint facilitator (cost=20, urgency=0)", "hiring_bonus: Hiring referral bonuses (cost=45, urgency=1)", "cdn_upgrade: CDN capacity upgrade (cost=48, urgency=2)...
E
cdn_upgrade
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 5}
debate.winner
{"side_a": {"label": "support", "claims": [{"text": "Inbound PRs already fix bugs we lack time for", "hard_evidence": true}, {"text": "Design partners ask for source escrow", "hard_evidence": true}, {"text": "Open source is always good actually", "hard_evidence": false}]}, "rubric": "Prefer hard evidence over vibes; br...
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" ]
B
support
{"gym": "debate_judge", "pro_ev": 2, "con_ev": 2, "schema": "choice", "hard": false, "n_options": 2}
alloc.can_fund_all
{"budget_remaining": 247, "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "currency": "USD", "requests": [{"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 47, "urgency": 2}, {"id": "design_sprint", "title": "Design sprint facilitator", "cost": 23, "urgency": 0}, {"i...
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}
debate.winner
{"side_b": {"label": "oppose", "claims": [{"text": "Support load estimates exceed current headcount", "hard_evidence": true}]}, "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "question": "We should open-source the core library", "side_a": {"label": "support", "claims":...
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" ]
B
support
{"gym": "debate_judge", "pro_ev": 2, "con_ev": 1, "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}]}, "question": "We should deploy on Friday", "side_a": {"label": "support", "claims": [{"text": "Staging tests are green", "hard_evidence": true}, {"text": "Customers asked for the fix this week", "hard_evi...
Do we have sufficient evidence-backed claims (not vibes)? 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.route
{"channel": "chat", "ticket": {"subject": "Courier says package damaged", "body": "Delivery ETA keeps slipping They have waited 0 days. Segment=pro.", "tier": "pro", "priority": "p1", "wait_days": 0}}
Route this support ticket to the best team. Reply with one option letter.
[ "A", "B", "C", "D", "E" ]
[ "technical: bugs, crashes, outages, integrations", "shipping: delivery, packages, tracking", "other: unclear or general questions", "billing: payment, charges, invoices, refunds", "sales: pricing, upgrades, new accounts" ]
B
shipping
{"gym": "ticket_dungeon", "domain_seed": "shipping", "schema": "choice", "hard": false, "n_options": 5}
alloc.can_fund_all
{"requests": [{"id": "ml_experiment", "title": "GPU hours for ML experiment", "cost": 85, "urgency": 1}, {"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 42, "urgency": 0}, {"id": "security_patch", "title": "Critical security patch", "cost": 43, "urgency": 3}, {"id": "design_sprint", "title": "Design ...
Would summing all costs fit under budget_remaining? Answer with one letter.
[ "A", "B" ]
[ "yes: Budget covers the sum of all request costs", "no: Budget is insufficient for all requests" ]
B
no
{"gym": "resource_allocator", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.pressure
{"currency": "USD", "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "budget_remaining": 311, "requests": [{"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 89, "urgency": 1}, {"id": "ml_experiment", "title": "GPU hours for ML experiment", "cost": 91, "urgency":...
How constrained is the budget relative to demand? Pick one letter.
[ "A", "B" ]
[ "0: low — budget comfortably covers demand", "1: medium — close to capacity" ]
B
1
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 1.135048231511254, "schema": "choice", "hard": false, "n_options": 2}
debate.confidence
{"side_b": {"label": "oppose", "claims": [{"text": "Core contains proprietary scoring IP", "hard_evidence": true}, {"text": "Competitors will steal our vibes", "hard_evidence": false}]}, "side_a": {"label": "support", "claims": [{"text": "Design partners ask for source escrow", "hard_evidence": true}, {"text": "Inbound...
Rate decision confidence from the evidence balance. One letter.
[ "A", "B" ]
[ "1: medium confidence", "0: low confidence" ]
A
1
{"gym": "debate_judge", "schema_hint": "score", "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": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 128, "urgency": 1}, {"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 47, "urgency": 1}, {"id": "ml_experiment", "title": "GPU hou...
Select the next funding target under the policy. One option letter.
[ "A", "B", "C", "D" ]
[ "marketing_campaign: Q3 marketing campaign (cost=128, urgency=1)", "ml_experiment: GPU hours for ML experiment (cost=94, urgency=1)", "oncall_stipend: On-call stipend top-up (cost=35, urgency=2)", "hiring_bonus: Hiring referral bonuses (cost=47, urgency=1)" ]
C
oncall_stipend
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 4}
debate.enough_evidence
{"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 load estimates exceed current headcount", "hard_evidence": true}]}, "rubric": "Prefer hard evidence over vibes; break...
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" ]
B
yes
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.fund_next
{"currency": "USD", "budget_remaining": 151, "requests": [{"id": "compliance_audit", "title": "Compliance audit support", "cost": 67, "urgency": 3}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 46, "urgency": 2}, {"id": "office_snacks", "title": "Office snacks", "cost": 12, "urgency": 0}], "policy": "...
Select the next funding target under the policy. One option letter.
[ "A", "B", "C" ]
[ "cdn_upgrade: CDN capacity upgrade (cost=46, urgency=2)", "compliance_audit: Compliance audit support (cost=67, urgency=3)", "office_snacks: Office snacks (cost=12, urgency=0)" ]
B
compliance_audit
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 3}
debate.enough_evidence
{"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": "New-grad ramp surveys show slower onboarding", "hard_evidence": true}, {"text": "Some customers require on-site workshop...
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" ]
B
yes
{"gym": "debate_judge", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
ticket.needs_human
{"ticket": {"subject": "Compare Business vs Enterprise plans", "body": "Thread summary — Can sales walk us through annual pricing? | wait_days=6 | tier=free | priority=p3", "tier": "free", "priority": "p3", "wait_days": 6}, "channel": "email"}
Should a human review this before automated handling? Reply with 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
{"channel": "phone", "ticket": {"subject": "API returns 500 on /v1/invoices", "body": "From customer (free): Production API outage on invoices endpoint. SLA wait=4d priority=p2.", "tier": "free", "priority": "p2", "wait_days": 4}}
Rate urgency for this ticket on the given scale. Reply with one option 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.confidence
{"rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_a": {"label": "support", "claims": [{"text": "Senior mentors have spare capacity", "hard_evidence": true}, {"text": "Juniors are cheaper vibes", "hard_evidence": false}]}, "side_b": {"label": "oppose", "claims": [{"...
How confident should we be in the judgment? Reply with one level letter.
[ "A", "B", "C" ]
[ "2: high confidence", "0: low confidence", "1: medium confidence" ]
C
1
{"gym": "debate_judge", "schema_hint": "score", "schema": "choice", "hard": false, "n_options": 3}
ticket.needs_human
{"ticket": {"subject": "Where is my shipment A-615?", "body": "Courier lost my shipment They have waited 0 days. Segment=pro.", "tier": "pro", "priority": "p1", "wait_days": 0}, "channel": "email"}
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}
debate.confidence
{"question": "We should hire more junior engineers", "side_b": {"label": "oppose", "claims": [{"text": "Critical path needs senior ownership now", "hard_evidence": true}]}, "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_a": {"label": "support", "claims": [{"text"...
Rate decision confidence from the evidence balance. One letter.
[ "A", "B", "C" ]
[ "0: low confidence", "2: high confidence", "1: medium confidence" ]
C
1
{"gym": "debate_judge", "schema_hint": "score", "schema": "choice", "hard": false, "n_options": 3}
ticket.urgency
{"channel": "email", "ticket": {"subject": "Where is the documentation?", "body": "How do I change my display name? They have waited 10 days. Segment=enterprise.", "tier": "enterprise", "priority": "p1", "wait_days": 10}}
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}
ticket.urgency
{"channel": "email", "ticket": {"subject": "Where is the documentation?", "body": "Thanks for the help last week They have waited 2 days. Segment=pro.", "tier": "pro", "priority": "p2", "wait_days": 2}}
Assign an urgency score using the listed levels. One letter.
[ "A", "B", "C" ]
[ "0: low — can wait", "2: high — immediate", "1: medium — same day" ]
A
0
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 0, "schema": "choice", "hard": false, "n_options": 3}
debate.winner
{"side_b": {"label": "oppose", "claims": [{"text": "Rewrite estimated at 2 quarters with feature freeze", "hard_evidence": true}]}, "question": "We should rewrite the backend in Rust", "side_a": {"label": "support", "claims": [{"text": "p99 latency is 4x SLO on hot path", "hard_evidence": true}]}, "rubric": "Prefer har...
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}
alloc.pressure
{"currency": "USD", "requests": [{"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 25, "urgency": 0}, {"id": "design_sprint", "title": "Design sprint facilitator", "cost": 29, "urgency": 0}, {"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 84, "urgency": 1}, {"id": "cdn_upgrade", "t...
Rate overall budget pressure. Reply with one level letter.
[ "A", "B", "C" ]
[ "2: high — demand exceeds budget", "1: medium — close to capacity", "0: low — budget comfortably covers demand" ]
B
1
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 0.9336734693877551, "schema": "choice", "hard": false, "n_options": 3}
debate.confidence
{"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": "Prices going up sounds cool", "hard_evidence": false}, {"text": "Competitors already priced 12% higher", "hard_evidence": true}...
Confidence score for this adjudication — pick one Criteria letter.
[ "A", "B", "C" ]
[ "0: low confidence", "2: high confidence", "1: medium confidence" ]
A
0
{"gym": "debate_judge", "schema_hint": "score", "schema": "choice", "hard": false, "n_options": 3}
alloc.pressure
{"budget_remaining": 292, "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "currency": "USD", "requests": [{"id": "oncall_stipend", "title": "On-call stipend top-up", "cost": 42, "urgency": 2}, {"id": "design_sprint", "title": "Design sprint facilitator", "cost": 26, "urgency": 0}...
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": 1.0308219178082192, "schema": "choice", "hard": false, "n_options": 3}
debate.confidence
{"rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_a": {"label": "support", "claims": [{"text": "Gross margin is below target", "hard_evidence": true}]}, "side_b": {"label": "oppose", "claims": [{"text": "Customers will be mad forever", "hard_evidence": false}, {"te...
How confident should we be in the judgment? Reply with one level letter.
[ "A", "B", "C" ]
[ "2: high confidence", "0: low confidence", "1: medium confidence" ]
C
1
{"gym": "debate_judge", "schema_hint": "score", "schema": "choice", "hard": false, "n_options": 3}
ticket.urgency
{"ticket": {"subject": "Refund not received for cancelled sub", "body": "I was charged twice and want a refund immediately They have waited 1 days. Segment=enterprise.", "tier": "enterprise", "priority": "p1", "wait_days": 1}, "channel": "phone"}
Assign an urgency score using the listed levels. One letter.
[ "A", "B", "C" ]
[ "2: high — immediate", "1: medium — same day", "0: low — can wait" ]
B
1
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 1, "schema": "choice", "hard": false, "n_options": 3}
ticket.needs_human
{"ticket": {"subject": "Production outage: checkout broken", "body": "From customer (pro): The app crashes every time I open settings. SLA wait=3d priority=p1.", "tier": "pro", "priority": "p1", "wait_days": 3}, "channel": "chat"}
Should a human review this before automated handling? Reply with one letter.
[ "A", "B" ]
[ "yes: Needs a human (money, legal, anger, long wait, outage)", "no: Safe for bot / routine" ]
B
no
{"gym": "ticket_dungeon", "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.", "requests": [{"id": "ml_experiment", "title": "GPU hours for ML experiment", "cost": 94, "urgency": 1}, {"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 79, "urgency": 1}, {"id": "docs_rewrite", "title": "Docs r...
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}
ticket.urgency
{"ticket": {"subject": "Need enterprise pricing for 200 seats", "body": "From customer (free): What plan is best for a 200 person team?. SLA wait=2d priority=p2.", "tier": "free", "priority": "p2", "wait_days": 2}, "channel": "email"}
Rate urgency for this ticket on the given scale. Reply with one option letter.
[ "A", "B", "C" ]
[ "1: medium — same day", "0: low — can wait", "2: high — immediate" ]
B
0
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 0, "schema": "choice", "hard": false, "n_options": 3}
debate.enough_evidence
{"question": "We should rewrite the backend in Rust", "side_a": {"label": "support", "claims": [{"text": "Rust prototype cut CPU 35% in bench", "hard_evidence": true}, {"text": "Rust is trendy on HN", "hard_evidence": false}, {"text": "p99 latency is 4x SLO on hot path", "hard_evidence": true}]}, "side_b": {"label": "o...
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": "Production API outage on invoices endpoint They have waited 6 days. Segment=free.", "tier": "free", "priority": "p0", "wait_days": 6}, "channel": "email"}
Urgency classification — choose exactly one Criteria 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}