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alloc.can_fund_all
{"budget_remaining": 148, "requests": [{"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 121, "urgency": 1}, {"id": "compliance_audit", "title": "Compliance audit support", "cost": 67, "urgency": 3}, {"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 58, "urgency": 1}, {"id": "ml_ex...
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}
debate.enough_evidence
{"question": "We should hire more junior engineers", "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 questions", "hard_evidence": false}]}, "side_a"...
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.enough_evidence
{"side_a": {"label": "support", "claims": [{"text": "Attrition dropped 20% after remote policy", "hard_evidence": true}, {"text": "My friend likes remote", "hard_evidence": false}]}, "question": "Remote-first improves productivity", "side_b": {"label": "oppose", "claims": [{"text": "Some customers require on-site works...
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}
debate.winner
{"side_b": {"label": "oppose", "claims": [{"text": "Some customers require on-site workshops", "hard_evidence": true}]}, "question": "Remote-first improves productivity", "side_a": {"label": "support", "claims": [{"text": "My friend likes remote", "hard_evidence": false}, {"text": "Hiring pipeline widened international...
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": 1, "schema": "choice", "hard": false, "n_options": 2}
alloc.can_fund_all
{"requests": [{"id": "security_patch", "title": "Critical security patch", "cost": 31, "urgency": 3}, {"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 59, "urgency": 2}, {"id": "ml_experiment", "title": "GPU hours for ML experiment", "cost": 91, "urgency": 1}, {"id": "laptop_refresh", "title":...
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}
debate.confidence
{"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": "Offices look empty and sad", "hard_evidence": false}]}, "question": "Remote-first improve...
Rate decision confidence from the evidence balance. One 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.fund_next
{"requests": [{"id": "oncall_stipend", "title": "On-call stipend top-up", "cost": 41, "urgency": 2}, {"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 126, "urgency": 1}, {"id": "ml_experiment", "title": "GPU hours for ML experiment", "cost": 82, "urgency": 1}, {"id": "hiring_bonus", "title": "Hiri...
Which single request should be funded next given the budget? Reply with one letter.
[ "A", "B", "C", "D", "E" ]
[ "hiring_bonus: Hiring referral bonuses (cost=51, urgency=1)", "laptop_refresh: Engineer laptop refresh (cost=80, urgency=1)", "marketing_campaign: Q3 marketing campaign (cost=126, urgency=1)", "oncall_stipend: On-call stipend top-up (cost=41, urgency=2)", "ml_experiment: GPU hours for ML experiment (cost=82...
D
oncall_stipend
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 5}
alloc.pressure
{"requests": [{"id": "oncall_stipend", "title": "On-call stipend top-up", "cost": 36, "urgency": 2}, {"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 45, "urgency": 1}, {"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 87, "urgency": 1}, {"id": "cdn_upgrade", "title": "CDN capacity ...
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" ]
A
2
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 1.2154696132596685, "schema": "choice", "hard": false, "n_options": 3}
ticket.route
{"channel": "chat", "ticket": {"subject": "Delivery marked complete but missing", "body": "Thread summary — Tracking has not moved for a week | wait_days=8 | tier=enterprise | priority=p2", "tier": "enterprise", "priority": "p2", "wait_days": 8}}
Route this support ticket to the best team. Reply with one option letter.
[ "A", "B", "C", "D", "E" ]
[ "other: unclear or general questions", "billing: payment, charges, invoices, refunds", "technical: bugs, crashes, outages, integrations", "shipping: delivery, packages, tracking", "sales: pricing, upgrades, new accounts" ]
D
shipping
{"gym": "ticket_dungeon", "domain_seed": "shipping", "schema": "choice", "hard": false, "n_options": 5}
debate.confidence
{"side_a": {"label": "support", "claims": [{"text": "Design partners ask for source escrow", "hard_evidence": true}, {"text": "Open source is always good actually", "hard_evidence": false}]}, "side_b": {"label": "oppose", "claims": [{"text": "Core contains proprietary scoring IP", "hard_evidence": true}, {"text": "Supp...
How confident should we be in the judgment? Reply with one level letter.
[ "A", "B", "C" ]
[ "1: medium confidence", "0: low confidence", "2: high confidence" ]
A
1
{"gym": "debate_judge", "schema_hint": "score", "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": 103, "requests": [{"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 28, "urgency": 0}, {"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 53, "urgency": 1}, {"...
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" ]
C
2
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 1.5145631067961165, "schema": "choice", "hard": false, "n_options": 3}
ticket.urgency
{"ticket": {"subject": "Delivery marked complete but missing", "body": "Message: Package marked delivered but nothing arrived. Priority flag: p1. Account tier: pro.", "tier": "pro", "priority": "p1", "wait_days": 5}, "channel": "phone"}
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}
ticket.route
{"channel": "chat", "ticket": {"subject": "Thanks — just saying hello", "body": "Thread summary — Where can I find documentation? | wait_days=4 | tier=enterprise | priority=p1", "tier": "enterprise", "priority": "p1", "wait_days": 4}}
Best team for this case? Answer with a single option letter.
[ "A", "B", "C", "D", "E" ]
[ "other: unclear or general questions", "technical: bugs, crashes, outages, integrations", "billing: payment, charges, invoices, refunds", "sales: pricing, upgrades, new accounts", "shipping: delivery, packages, tracking" ]
A
other
{"gym": "ticket_dungeon", "domain_seed": "other", "schema": "choice", "hard": false, "n_options": 5}
debate.winner
{"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}, {"text": "New-grad ramp surveys show slower onboarding", "hard_evidence": true}]}, "sid...
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}
alloc.fund_next
{"requests": [{"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 56, "urgency": 1}, {"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 87, "urgency": 1}, {"id": "compliance_audit", "title": "Compliance audit support", "cost": 78, "urgency": 3}], "currency": "USD", "budget_remaining": 1...
Pick the best request to fund now. Prefer high urgency that fits the remaining budget.
[ "A", "B", "C" ]
[ "hiring_bonus: Hiring referral bonuses (cost=56, urgency=1)", "laptop_refresh: Engineer laptop refresh (cost=87, urgency=1)", "compliance_audit: Compliance audit support (cost=78, urgency=3)" ]
C
compliance_audit
{"gym": "resource_allocator", "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": "Rust prototype cut CPU 35% in bench", "hard_evidence": true}]}, "question": "We should rewrite the backend in Rust", "side_b": {"label": "oppose", "claims": [{"text": "I...
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}
ticket.route
{"ticket": {"subject": "General question about account", "body": "Customer says: How do I change my display name?. Wait time so far: 8 days. Tier: enterprise.", "tier": "enterprise", "priority": "p2", "wait_days": 8}, "channel": "phone"}
Best team for this case? Answer with a single option letter.
[ "A", "B", "C", "D", "E" ]
[ "shipping: delivery, packages, tracking", "sales: pricing, upgrades, new accounts", "billing: payment, charges, invoices, refunds", "technical: bugs, crashes, outages, integrations", "other: unclear or general questions" ]
E
other
{"gym": "ticket_dungeon", "domain_seed": "other", "schema": "choice", "hard": false, "n_options": 5}
alloc.fund_next
{"requests": [{"id": "oncall_stipend", "title": "On-call stipend top-up", "cost": 38, "urgency": 2}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 47, "urgency": 2}, {"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 62, "urgency": 2}], "budget_remaining": 208, "policy": "Fund a...
Given budget_remaining and urgencies, which request wins? One letter.
[ "A", "B", "C" ]
[ "cdn_upgrade: CDN capacity upgrade (cost=47, urgency=2)", "customer_refund_pool: Customer refund reserve (cost=62, urgency=2)", "oncall_stipend: On-call stipend top-up (cost=38, urgency=2)" ]
C
oncall_stipend
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 3}
alloc.can_fund_all
{"requests": [{"id": "office_snacks", "title": "Office snacks", "cost": 22, "urgency": 0}, {"id": "design_sprint", "title": "Design sprint facilitator", "cost": 35, "urgency": 0}, {"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 36, "urgency": 0}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade",...
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.confidence
{"rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_a": {"label": "support", "claims": [{"text": "Staging tests are green", "hard_evidence": true}]}, "question": "We should deploy on Friday", "side_b": {"label": "oppose", "claims": [{"text": "Last Friday deploy cause...
Rate decision confidence from the evidence balance. One 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
{"policy": "Fund at most one request per step; prefer higher urgency among affordable.", "requests": [{"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 111, "urgency": 1}, {"id": "office_snacks", "title": "Office snacks", "cost": 16, "urgency": 0}, {"id": "compliance_audit", "title": "Compliance au...
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" ]
B
0
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 0.7169811320754716, "schema": "choice", "hard": false, "n_options": 3}
debate.confidence
{"question": "We should rewrite the backend in Rust", "side_a": {"label": "support", "claims": [{"text": "Rust prototype cut CPU 35% in bench", "hard_evidence": true}]}, "side_b": {"label": "oppose", "claims": [{"text": "I dream in garbage collectors", "hard_evidence": false}]}, "rubric": "Prefer hard evidence over vib...
Confidence score for this adjudication — pick one Criteria letter.
[ "A", "B", "C" ]
[ "2: high confidence", "0: low confidence", "1: medium confidence" ]
B
0
{"gym": "debate_judge", "schema_hint": "score", "schema": "choice", "hard": false, "n_options": 3}
debate.winner
{"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}]}, "question": "We should raise prices 10%", "side_a": {"label": "support", "claims": [{"text": "Prices going up sounds cool",...
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": 1, "schema": "choice", "hard": false, "n_options": 2}
ticket.route
{"channel": "email", "ticket": {"subject": "Invoice shows unexpected billing amount", "body": "I was charged twice and want a refund immediately They have waited 8 days. Segment=enterprise.", "tier": "enterprise", "priority": "p0", "wait_days": 8}}
Select the correct routing destination for the ticket state.
[ "A", "B", "C", "D", "E" ]
[ "shipping: delivery, packages, tracking", "sales: pricing, upgrades, new accounts", "billing: payment, charges, invoices, refunds", "other: unclear or general questions", "technical: bugs, crashes, outages, integrations" ]
C
billing
{"gym": "ticket_dungeon", "domain_seed": "billing", "schema": "choice", "hard": false, "n_options": 5}
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}]}, "side_b": {"label": "oppose", "claims": [{"text": "Enterprise deals ar...
Rate decision confidence from the evidence balance. One letter.
[ "A", "B", "C" ]
[ "2: high confidence", "1: medium confidence", "0: low confidence" ]
A
2
{"gym": "debate_judge", "schema_hint": "score", "schema": "choice", "hard": false, "n_options": 3}
alloc.pressure
{"currency": "USD", "requests": [{"id": "design_sprint", "title": "Design sprint facilitator", "cost": 22, "urgency": 0}, {"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 69, "urgency": 2}, {"id": "office_snacks", "title": "Office snacks", "cost": 24, "urgency": 0}], "budget_remaining": 152, "...
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" ]
A
0
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 0.756578947368421, "schema": "choice", "hard": false, "n_options": 3}
alloc.can_fund_all
{"budget_remaining": 188, "currency": "USD", "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "requests": [{"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 130, "urgency": 1}, {"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 73, "urgency":...
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.urgency
{"ticket": {"subject": "Thanks — just saying hello", "body": "Message: Where can I find documentation?. Priority flag: p0. Account tier: pro.", "tier": "pro", "priority": "p0", "wait_days": 5}, "channel": "email"}
Assign an urgency score using the listed levels. One 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.can_fund_all
{"requests": [{"id": "security_patch", "title": "Critical security patch", "cost": 50, "urgency": 3}, {"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 90, "urgency": 1}, {"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 46, "urgency": 1}], "currency": "USD", "policy": "Fund at most ...
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.enough_evidence
{"side_a": {"label": "support", "claims": [{"text": "Senior mentors have spare capacity", "hard_evidence": true}, {"text": "Internship NPS was high and conversion strong", "hard_evidence": true}]}, "side_b": {"label": "oppose", "claims": [{"text": "Juniors ask too many questions", "hard_evidence": false}]}, "question":...
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}
debate.enough_evidence
{"side_b": {"label": "oppose", "claims": [{"text": "Rewrite estimated at 2 quarters with feature freeze", "hard_evidence": true}, {"text": "I dream in garbage collectors", "hard_evidence": false}]}, "question": "We should rewrite the backend in Rust", "rubric": "Prefer hard evidence over vibes; break ties toward the si...
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}
debate.winner
{"rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_b": {"label": "oppose", "claims": [{"text": "Churn spiked after last increase", "hard_evidence": true}]}, "side_a": {"label": "support", "claims": [{"text": "Competitors already priced 12% higher", "hard_evidence": ...
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": 1, "schema": "choice", "hard": false, "n_options": 2}
alloc.can_fund_all
{"requests": [{"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 114, "urgency": 1}, {"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 69, "urgency": 2}, {"id": "design_sprint", "title": "Design sprint facilitator", "cost": 30, "urgency": 0}, {"id": "cdn_upgrade", "title": "...
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
{"question": "We should hire more junior engineers", "side_b": {"label": "oppose", "claims": [{"text": "Ramp cost exceeds budget this half", "hard_evidence": true}]}, "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_a": {"label": "support", "claims": [{"text": "Sen...
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
{"channel": "phone", "ticket": {"subject": "Interested in upgrading to Pro", "body": "Thread summary — We need a quote for upgrading seats | wait_days=8 | tier=enterprise | priority=p0", "tier": "enterprise", "priority": "p0", "wait_days": 8}}
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" ]
B
2
{"gym": "ticket_dungeon", "schema_hint": "score", "urgency": 2, "schema": "choice", "hard": false, "n_options": 3}
alloc.fund_next
{"policy": "Fund at most one request per step; prefer higher urgency among affordable.", "currency": "USD", "requests": [{"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 56, "urgency": 2}, {"id": "security_patch", "title": "Critical security patch", "cost": 40, "urgency": 3}, {"id": "oncall_st...
Select the next funding target under the policy. One option letter.
[ "A", "B", "C", "D", "E" ]
[ "cdn_upgrade: CDN capacity upgrade (cost=47, urgency=2)", "security_patch: Critical security patch (cost=40, urgency=3)", "marketing_campaign: Q3 marketing campaign (cost=125, urgency=1)", "oncall_stipend: On-call stipend top-up (cost=46, urgency=2)", "customer_refund_pool: Customer refund reserve (cost=56,...
B
security_patch
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 5}
debate.winner
{"side_b": {"label": "oppose", "claims": [{"text": "Last Friday deploy caused a Sev-1", "hard_evidence": true}]}, "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_a": {"label": "support", "claims": [{"text": "Staging tests are green", "hard_evidence": true}, {"text...
Who wins under the stated evidence policy? One Criteria 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}
alloc.can_fund_all
{"policy": "Fund at most one request per step; prefer higher urgency among affordable.", "currency": "USD", "budget_remaining": 274, "requests": [{"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 64, "urgency": 2}, {"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 85, "urgenc...
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.needs_human
{"channel": "chat", "ticket": {"subject": "Delivery marked complete but missing", "body": "Message: Package marked delivered but nothing arrived. Priority flag: p0. Account tier: pro.", "tier": "pro", "priority": "p0", "wait_days": 1}}
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.pressure
{"policy": "Fund at most one request per step; prefer higher urgency among affordable.", "budget_remaining": 311, "requests": [{"id": "ml_experiment", "title": "GPU hours for ML experiment", "cost": 80, "urgency": 1}, {"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 86, "urgency": 1}, {"id": "custom...
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": 1.1639871382636655, "schema": "choice", "hard": false, "n_options": 3}
ticket.route
{"ticket": {"subject": "Cannot log in after password reset", "body": "Message: Login fails with an internal error. Priority flag: p0. Account tier: free.", "tier": "free", "priority": "p0", "wait_days": 6}, "channel": "chat"}
Route this support ticket to the best team. Reply with one option letter.
[ "A", "B", "C", "D", "E" ]
[ "billing: payment, charges, invoices, refunds", "shipping: delivery, packages, tracking", "other: unclear or general questions", "technical: bugs, crashes, outages, integrations", "sales: pricing, upgrades, new accounts" ]
D
technical
{"gym": "ticket_dungeon", "domain_seed": "technical", "schema": "choice", "hard": false, "n_options": 5}
alloc.can_fund_all
{"budget_remaining": 340, "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "requests": [{"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 46, "urgency": 1}, {"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 56, "urgency": 2}, {"id": "oncal...
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}
ticket.route
{"channel": "email", "ticket": {"subject": "Where is the documentation?", "body": "How do I change my display name? They have waited 1 days. Segment=enterprise.", "tier": "enterprise", "priority": "p3", "wait_days": 1}}
Choose the owning queue from Criteria. One letter only.
[ "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" ]
E
other
{"gym": "ticket_dungeon", "domain_seed": "other", "schema": "choice", "hard": false, "n_options": 5}
ticket.route
{"ticket": {"subject": "Delivery marked complete but missing", "body": "Customer says: Tracking has not moved for a week. Wait time so far: 8 days. Tier: free.", "tier": "free", "priority": "p3", "wait_days": 8}, "channel": "chat"}
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", "shipping: delivery, packages, tracking", "sales: pricing, upgrades, new accounts", "technical: bugs, crashes, outages, integrations" ]
C
shipping
{"gym": "ticket_dungeon", "domain_seed": "shipping", "schema": "choice", "hard": false, "n_options": 5}
alloc.can_fund_all
{"currency": "USD", "requests": [{"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 60, "urgency": 2}, {"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 52, "urgency": 1}, {"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 119, "urgency": 1}, {"id": "design_sprint", "tit...
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" ]
A
yes
{"gym": "resource_allocator", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
alloc.can_fund_all
{"requests": [{"id": "compliance_audit", "title": "Compliance audit support", "cost": 64, "urgency": 3}, {"id": "office_snacks", "title": "Office snacks", "cost": 6, "urgency": 0}, {"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 69, "urgency": 2}, {"id": "cdn_upgrade", "title": "CDN capacity ...
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}
ticket.urgency
{"ticket": {"subject": "Charged twice for the same invoice A-198", "body": "Message: Please reverse the duplicate payment. Priority flag: p0. Account tier: enterprise.", "tier": "enterprise", "priority": "p0", "wait_days": 1}, "channel": "email"}
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.can_fund_all
{"policy": "Fund at most one request per step; prefer higher urgency among affordable.", "currency": "USD", "budget_remaining": 220, "requests": [{"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 85, "urgency": 1}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 46, "urgency": 2}, {"id...
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}
alloc.can_fund_all
{"requests": [{"id": "oncall_stipend", "title": "On-call stipend top-up", "cost": 49, "urgency": 2}, {"id": "security_patch", "title": "Critical security patch", "cost": 49, "urgency": 3}, {"id": "design_sprint", "title": "Design sprint facilitator", "cost": 33, "urgency": 0}], "policy": "Fund at most one request per s...
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}
alloc.can_fund_all
{"budget_remaining": 263, "currency": "USD", "requests": [{"id": "ml_experiment", "title": "GPU hours for ML experiment", "cost": 96, "urgency": 1}, {"id": "security_patch", "title": "Critical security patch", "cost": 35, "urgency": 3}, {"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 74, "urgency":...
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.pressure
{"requests": [{"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 65, "urgency": 2}, {"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 30, "urgency": 0}, {"id": "compliance_audit", "title": "Compliance audit support", "cost": 62, "urgency": 3}, {"id": "security_patch", "title": "...
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" ]
B
0
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 0.7638376383763837, "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": "Team has 1 Rust-experienced engineer", "hard_evidence": true}, {"text": "I dream in garbage collectors", "hard_evidence": false}]}, "side_a": {"label": "support", "claims...
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}
alloc.can_fund_all
{"currency": "USD", "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "budget_remaining": 307, "requests": [{"id": "office_snacks", "title": "Office snacks", "cost": 8, "urgency": 0}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 62, "urgency": 2}, {"id": "security...
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.fund_next
{"requests": [{"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 62, "urgency": 2}, {"id": "ml_experiment", "title": "GPU hours for ML experiment", "cost": 96, "urgency": 1}, {"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 44, "urgency": 1}], "budget_remaining": 172, "policy": "Fund at mo...
Which single request should be funded next given the budget? Reply with one letter.
[ "A", "B", "C" ]
[ "ml_experiment: GPU hours for ML experiment (cost=96, urgency=1)", "cdn_upgrade: CDN capacity upgrade (cost=62, urgency=2)", "hiring_bonus: Hiring referral bonuses (cost=44, urgency=1)" ]
B
cdn_upgrade
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 3}
debate.enough_evidence
{"side_a": {"label": "support", "claims": [{"text": "Customers asked for the fix this week", "hard_evidence": true}, {"text": "Staging tests are green", "hard_evidence": true}, {"text": "Fridays feel lucky", "hard_evidence": false}]}, "side_b": {"label": "oppose", "claims": [{"text": "On-call coverage is thin on weeken...
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": "phone", "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": 7}}
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", "sales: pricing, upgrades, new accounts", "billing: payment, charges, invoices, refunds", "other: unclear or general questions" ]
B
technical
{"gym": "ticket_dungeon", "domain_seed": "technical", "schema": "choice", "hard": false, "n_options": 5}
ticket.route
{"channel": "phone", "ticket": {"subject": "Refund not received for cancelled sub", "body": "From customer (enterprise): Invoice shows wrong amount on my card. SLA wait=4d priority=p0.", "tier": "enterprise", "priority": "p0", "wait_days": 4}}
Select the correct routing destination for the ticket state.
[ "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" ]
D
billing
{"gym": "ticket_dungeon", "domain_seed": "billing", "schema": "choice", "hard": false, "n_options": 5}
alloc.pressure
{"budget_remaining": 232, "currency": "USD", "requests": [{"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 52, "urgency": 2}, {"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 114, "urgency": 1}, {"id": "security_patch", "title": "Critical security patch", "cost": 40, "urg...
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": 0.8879310344827587, "schema": "choice", "hard": false, "n_options": 3}
alloc.fund_next
{"requests": [{"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 85, "urgency": 1}, {"id": "oncall_stipend", "title": "On-call stipend top-up", "cost": 48, "urgency": 2}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 56, "urgency": 2}, {"id": "docs_rewrite", "title": "Docs rewrite con...
Given budget_remaining and urgencies, which request wins? One letter.
[ "A", "B", "C", "D" ]
[ "oncall_stipend: On-call stipend top-up (cost=48, urgency=2)", "docs_rewrite: Docs rewrite contractor (cost=45, urgency=0)", "laptop_refresh: Engineer laptop refresh (cost=85, urgency=1)", "cdn_upgrade: CDN capacity upgrade (cost=56, urgency=2)" ]
A
oncall_stipend
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 4}
ticket.route
{"ticket": {"subject": "Package stuck in transit for 0 days", "body": "Customer says: Courier lost my shipment. Wait time so far: 0 days. Tier: enterprise.", "tier": "enterprise", "priority": "p2", "wait_days": 0}, "channel": "phone"}
Best team for this case? Answer with a single option letter.
[ "A", "B", "C", "D", "E" ]
[ "other: unclear or general questions", "shipping: delivery, packages, tracking", "technical: bugs, crashes, outages, integrations", "sales: pricing, upgrades, new accounts", "billing: payment, charges, invoices, refunds" ]
B
shipping
{"gym": "ticket_dungeon", "domain_seed": "shipping", "schema": "choice", "hard": false, "n_options": 5}
alloc.pressure
{"requests": [{"id": "compliance_audit", "title": "Compliance audit support", "cost": 77, "urgency": 3}, {"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 32, "urgency": 0}, {"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 116, "urgency": 1}], "policy": "Fund at most one request p...
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": 0.8181818181818182, "schema": "choice", "hard": false, "n_options": 3}
alloc.fund_next
{"budget_remaining": 186, "currency": "USD", "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "requests": [{"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 48, "urgency": 2}, {"id": "security_patch", "title": "Critical security patch", "cost": 48, "urgency": 3}, {"id...
Given budget_remaining and urgencies, which request wins? One letter.
[ "A", "B", "C", "D" ]
[ "design_sprint: Design sprint facilitator (cost=35, urgency=0)", "cdn_upgrade: CDN capacity upgrade (cost=48, urgency=2)", "security_patch: Critical security patch (cost=48, urgency=3)", "oncall_stipend: On-call stipend top-up (cost=52, urgency=2)" ]
C
security_patch
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 4}
ticket.needs_human
{"channel": "phone", "ticket": {"subject": "Production outage: checkout broken", "body": "Thread summary — The app crashes every time I open settings | wait_days=2 | tier=pro | priority=p2", "tier": "pro", "priority": "p2", "wait_days": 2}}
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" ]
B
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.", "currency": "USD", "requests": [{"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 66, "urgency": 2}, {"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 51, "urgency": 1}, {"id": "cdn_upgrade...
Given budget_remaining and urgencies, which request wins? One letter.
[ "A", "B", "C", "D" ]
[ "office_snacks: Office snacks (cost=10, urgency=0)", "cdn_upgrade: CDN capacity upgrade (cost=50, urgency=2)", "oncall_stipend: On-call stipend top-up (cost=53, urgency=2)", "hiring_bonus: Hiring referral bonuses (cost=51, urgency=1)" ]
B
cdn_upgrade
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 4}
alloc.pressure
{"budget_remaining": 226, "currency": "USD", "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "requests": [{"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 49, "urgency": 2}, {"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 37, "urgency": 0}, {"id":...
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" ]
C
1
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 0.827433628318584, "schema": "choice", "hard": false, "n_options": 3}
debate.winner
{"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"...
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.route
{"ticket": {"subject": "Where is my shipment A-571?", "body": "Thread summary — Package marked delivered but nothing arrived | wait_days=8 | tier=enterprise | priority=p1", "tier": "enterprise", "priority": "p1", "wait_days": 8}, "channel": "email"}
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", "technical: bugs, crashes, outages, integrations", "shipping: delivery, packages, tracking" ]
E
shipping
{"gym": "ticket_dungeon", "domain_seed": "shipping", "schema": "choice", "hard": false, "n_options": 5}
debate.confidence
{"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_evidence": true}, {"text": "Fridays feel lucky", "hard_evidence": false}]}, "rubric": "Prefer hard evidence over vibes;...
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" ]
B
0
{"gym": "debate_judge", "schema_hint": "score", "schema": "choice", "hard": false, "n_options": 3}
ticket.route
{"channel": "email", "ticket": {"subject": "Production outage: checkout broken", "body": "The app crashes every time I open settings They have waited 6 days. Segment=enterprise.", "tier": "enterprise", "priority": "p0", "wait_days": 6}}
Select the correct routing destination for the ticket state.
[ "A", "B", "C", "D", "E" ]
[ "billing: payment, charges, invoices, refunds", "technical: bugs, crashes, outages, integrations", "shipping: delivery, packages, tracking", "sales: pricing, upgrades, new accounts", "other: unclear or general questions" ]
B
technical
{"gym": "ticket_dungeon", "domain_seed": "technical", "schema": "choice", "hard": false, "n_options": 5}
ticket.needs_human
{"ticket": {"subject": "Charged twice for the same invoice A-238", "body": "From customer (pro): I was charged twice and want a refund immediately. SLA wait=2d priority=p0.", "tier": "pro", "priority": "p0", "wait_days": 2}, "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}
debate.enough_evidence
{"side_b": {"label": "oppose", "claims": [{"text": "Customers will be mad forever", "hard_evidence": false}, {"text": "Churn spiked after last increase", "hard_evidence": true}, {"text": "Enterprise deals are price-sensitive this quarter", "hard_evidence": true}]}, "question": "We should raise prices 10%", "rubric": "P...
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.can_fund_all
{"requests": [{"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 112, "urgency": 1}, {"id": "ml_experiment", "title": "GPU hours for ML experiment", "cost": 86, "urgency": 1}, {"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 57, "urgency": 2}], "budget_remaining": 183, "pol...
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}
alloc.fund_next
{"budget_remaining": 175, "currency": "USD", "requests": [{"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 38, "urgency": 0}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 63, "urgency": 2}, {"id": "compliance_audit", "title": "Compliance audit support", "cost": 62, "urgency": 3}], "p...
Given budget_remaining and urgencies, which request wins? One letter.
[ "A", "B" ]
[ "compliance_audit: Compliance audit support (cost=62, urgency=3)", "cdn_upgrade: CDN capacity upgrade (cost=63, urgency=2)" ]
A
compliance_audit
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 2}
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": "Design partners ask for source escrow", "hard_evidence": true}, {"text": "Inbound PRs already fix bugs we lack time...
Who wins under the stated evidence policy? One Criteria 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}
ticket.route
{"channel": "chat", "ticket": {"subject": "Production outage: checkout broken", "body": "From customer (free): Login fails with an internal error. SLA wait=2d priority=p3.", "tier": "free", "priority": "p3", "wait_days": 2}}
Route this support ticket to the best team. Reply with one option letter.
[ "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" ]
D
technical
{"gym": "ticket_dungeon", "domain_seed": "technical", "schema": "choice", "hard": false, "n_options": 5}
alloc.can_fund_all
{"budget_remaining": 296, "currency": "USD", "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "requests": [{"id": "ml_experiment", "title": "GPU hours for ML experiment", "cost": 81, "urgency": 1}, {"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 119, "urgenc...
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.needs_human
{"channel": "phone", "ticket": {"subject": "How do I change my display name?", "body": "Message: How do I change my display name?. Priority flag: p3. Account tier: pro.", "tier": "pro", "priority": "p3", "wait_days": 8}}
Does this ticket need a human agent (not a bot)? Reply with one 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.can_fund_all
{"currency": "USD", "requests": [{"id": "docs_rewrite", "title": "Docs rewrite contractor", "cost": 25, "urgency": 0}, {"id": "design_sprint", "title": "Design sprint facilitator", "cost": 24, "urgency": 0}, {"id": "cdn_upgrade", "title": "CDN capacity upgrade", "cost": 47, "urgency": 2}], "budget_remaining": 115, "pol...
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}
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 prototype cut CPU 35% in bench", "hard_evidence": true}]}, "side_b": {"label": "oppose", "claims": [{"text": "Rewrite estimated at 2 quarters with feature freeze", ...
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.pressure
{"budget_remaining": 288, "requests": [{"id": "office_snacks", "title": "Office snacks", "cost": 15, "urgency": 0}, {"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 57, "urgency": 1}, {"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 88, "urgency": 1}, {"id": "marketing_campaign", "...
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" ]
A
2
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 1.2673611111111112, "schema": "choice", "hard": false, "n_options": 3}
ticket.needs_human
{"channel": "phone", "ticket": {"subject": "Where is the documentation?", "body": "Thread summary — Is there a status page? | wait_days=0 | tier=pro | priority=p1", "tier": "pro", "priority": "p1", "wait_days": 0}}
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" ]
B
no
{"gym": "ticket_dungeon", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
ticket.needs_human
{"ticket": {"subject": "API returns 500 on /v1/invoices", "body": "From customer (enterprise): Production API outage on invoices endpoint. SLA wait=10d priority=p3.", "tier": "enterprise", "priority": "p3", "wait_days": 10}, "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)" ]
B
yes
{"gym": "ticket_dungeon", "schema_hint": "noul", "schema": "choice", "hard": false, "n_options": 2}
debate.enough_evidence
{"question": "We should raise prices 10%", "side_b": {"label": "oppose", "claims": [{"text": "Enterprise deals are price-sensitive this quarter", "hard_evidence": true}]}, "side_a": {"label": "support", "claims": [{"text": "Competitors already priced 12% higher", "hard_evidence": true}, {"text": "Gross margin is below ...
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", "requests": [{"id": "design_sprint", "title": "Design sprint facilitator", "cost": 22, "urgency": 0}, {"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 69, "urgency": 2}, {"id": "office_snacks", "title": "Office snacks", "cost": 24, "urgency": 0}], "policy": "Fund at most on...
Given budget_remaining and urgencies, which request wins? One letter.
[ "A", "B", "C" ]
[ "office_snacks: Office snacks (cost=24, urgency=0)", "customer_refund_pool: Customer refund reserve (cost=69, urgency=2)", "design_sprint: Design sprint facilitator (cost=22, urgency=0)" ]
B
customer_refund_pool
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 3}
debate.winner
{"side_b": {"label": "oppose", "claims": [{"text": "I just don't like Fridays", "hard_evidence": false}]}, "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}]...
Who wins under the stated evidence policy? One Criteria letter.
[ "A", "B" ]
[ "oppose: Side B — oppose the proposal", "support: Side A — support the proposal" ]
B
support
{"gym": "debate_judge", "pro_ev": 1, "con_ev": 0, "schema": "choice", "hard": false, "n_options": 2}
alloc.pressure
{"budget_remaining": 244, "requests": [{"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 69, "urgency": 2}, {"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 56, "urgency": 1}, {"id": "office_snacks", "title": "Office snacks", "cost": 22, "urgency": 0}, {"id": "ml_experiment", ...
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" ]
C
1
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 0.9836065573770492, "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_a": {"label": "support", "claims": [{"text": "Rust is trendy on HN", "hard_evidence": false}]}, "side_b": {"label": "oppose", "claims": [{"text": "Team has 1 Rust-experienced engineer", "hard_evidence": true}, {"tex...
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.route
{"channel": "chat", "ticket": {"subject": "Interested in upgrading to Pro", "body": "From customer (free): Interested in enterprise pricing and a demo. SLA wait=8d priority=p1.", "tier": "free", "priority": "p1", "wait_days": 8}}
Best team for this case? Answer with a single option letter.
[ "A", "B", "C", "D", "E" ]
[ "technical: bugs, crashes, outages, integrations", "shipping: delivery, packages, tracking", "billing: payment, charges, invoices, refunds", "other: unclear or general questions", "sales: pricing, upgrades, new accounts" ]
E
sales
{"gym": "ticket_dungeon", "domain_seed": "sales", "schema": "choice", "hard": false, "n_options": 5}
ticket.route
{"ticket": {"subject": "Where is the documentation?", "body": "Customer says: Where can I find documentation?. Wait time so far: 2 days. Tier: pro.", "tier": "pro", "priority": "p1", "wait_days": 2}, "channel": "phone"}
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" ]
E
other
{"gym": "ticket_dungeon", "domain_seed": "other", "schema": "choice", "hard": false, "n_options": 5}
alloc.pressure
{"budget_remaining": 439, "currency": "USD", "requests": [{"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 61, "urgency": 2}, {"id": "ml_experiment", "title": "GPU hours for ML experiment", "cost": 87, "urgency": 1}, {"id": "compliance_audit", "title": "Compliance audit support", "cost": 65, "...
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": 0.8382687927107062, "schema": "choice", "hard": false, "n_options": 3}
ticket.needs_human
{"channel": "email", "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}}
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
{"budget_remaining": 253, "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "currency": "USD", "requests": [{"id": "compliance_audit", "title": "Compliance audit support", "cost": 73, "urgency": 3}, {"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 125, "urgenc...
Pick the best request to fund now. Prefer high urgency that fits the remaining budget.
[ "A", "B", "C" ]
[ "laptop_refresh: Engineer laptop refresh (cost=79, urgency=1)", "compliance_audit: Compliance audit support (cost=73, urgency=3)", "marketing_campaign: Q3 marketing campaign (cost=125, urgency=1)" ]
B
compliance_audit
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 3}
alloc.fund_next
{"requests": [{"id": "design_sprint", "title": "Design sprint facilitator", "cost": 28, "urgency": 0}, {"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 56, "urgency": 1}, {"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 110, "urgency": 1}], "policy": "Fund at most one request per...
Given budget_remaining and urgencies, which request wins? One letter.
[ "A", "B", "C" ]
[ "hiring_bonus: Hiring referral bonuses (cost=56, urgency=1)", "marketing_campaign: Q3 marketing campaign (cost=110, urgency=1)", "design_sprint: Design sprint facilitator (cost=28, urgency=0)" ]
A
hiring_bonus
{"gym": "resource_allocator", "schema": "choice", "hard": false, "n_options": 3}
debate.confidence
{"side_b": {"label": "oppose", "claims": [{"text": "Last Friday deploy caused a Sev-1", "hard_evidence": true}, {"text": "I just don't like Fridays", "hard_evidence": false}]}, "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "question": "We should deploy on Friday", "si...
Confidence score for this adjudication — pick one Criteria letter.
[ "A", "B", "C" ]
[ "1: medium confidence", "0: low confidence", "2: high confidence" ]
A
1
{"gym": "debate_judge", "schema_hint": "score", "schema": "choice", "hard": false, "n_options": 3}
alloc.pressure
{"currency": "USD", "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "budget_remaining": 136, "requests": [{"id": "marketing_campaign", "title": "Q3 marketing campaign", "cost": 116, "urgency": 1}, {"id": "laptop_refresh", "title": "Engineer laptop refresh", "cost": 85, "urgency":...
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": 2.2573529411764706, "schema": "choice", "hard": false, "n_options": 3}
ticket.urgency
{"ticket": {"subject": "Compare Business vs Enterprise plans", "body": "Message: We need a quote for upgrading seats. Priority flag: p1. Account tier: pro.", "tier": "pro", "priority": "p1", "wait_days": 4}, "channel": "phone"}
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}
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}]}, "side_a": {"label": "support", "claims": [{"text": "My friend likes remote", "hard_ev...
Confidence score for this adjudication — pick one Criteria 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}
alloc.pressure
{"requests": [{"id": "customer_refund_pool", "title": "Customer refund reserve", "cost": 51, "urgency": 2}, {"id": "security_patch", "title": "Critical security patch", "cost": 31, "urgency": 3}, {"id": "office_snacks", "title": "Office snacks", "cost": 21, "urgency": 0}], "policy": "Fund at most one request per step; ...
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" ]
A
1
{"gym": "resource_allocator", "schema_hint": "score", "ratio": 0.9716981132075472, "schema": "choice", "hard": false, "n_options": 3}
debate.enough_evidence
{"side_b": {"label": "oppose", "claims": [{"text": "I dream in garbage collectors", "hard_evidence": false}]}, "question": "We should rewrite the backend in Rust", "rubric": "Prefer hard evidence over vibes; break ties toward the side with more hard evidence.", "side_a": {"label": "support", "claims": [{"text": "p99 la...
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.can_fund_all
{"currency": "USD", "policy": "Fund at most one request per step; prefer higher urgency among affordable.", "requests": [{"id": "security_patch", "title": "Critical security patch", "cost": 39, "urgency": 3}, {"id": "hiring_bonus", "title": "Hiring referral bonuses", "cost": 41, "urgency": 1}, {"id": "customer_refund_p...
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}