Round 3

Enterprise Risk Buffer Allocation

A mid-sized manufacturing cooperative is finalizing its annual risk management budget. The risk committee must decide how to allocate a fixed contingency reserve meant to cover unpredictable operational disruptions (supply chain delays, equipment failure, currency swings, and workforce shortages). Leadership wants a single coherent strategy rather than splitting resources evenly, since spreading too thin could leave every risk category underfunded. Each approach below concentrates protection differently, with distinct tradeoffs between liquidity, insurance costs, operational flexibility, and long-term resilience. The committee must choose one dominant strategy for the coming fiscal year, knowing that whichever risk category is under-prioritized could become the year's costliest surprise.

Status

DECIDED Humans: 0

Machine consensus

A · Maintain a large uncommitted cash reserve that can be redirected to any emerging risk as it materializes, sacrificing potential investment returns for maximum flexibility.

Final

A · Maintain a large uncommitted cash reserve that can be redirected to any emerging risk as it materializes, sacrificing potential investment returns for maximum flexibility.

Human vote

No human ballots

Topic

Options

Join to vote

Voting is available while the round is open or extended.

A Maintain a large uncommitted cash reserve that can be redirected to any emerging risk as it materializes, sacrificing potential investment returns for maximum flexibility.

2.00 of 3 PPV winner

B Concentrate resources on cross-training and workforce flexibility, treating labor adaptability as the primary defense against most disruption types rather than capital or insurance.

0.00 of 3

C Invest heavily in redundant suppliers and backup equipment to physically reduce the likelihood of disruption, accepting higher fixed operating costs in exchange for fewer incidents.

0.00 of 3

D Allocate the majority of the reserve toward financial hedging instruments that offset currency and commodity price swings, treating market volatility as the dominant threat over operational disruptions.

0.00 of 3

E Build a smaller reserve but pair it with real-time monitoring and rapid-response protocols, betting on early detection and fast mitigation over large capital buffers.

0.00 of 3

F Purchase extensive third-party insurance policies covering the most statistically likely disruptions, reducing direct exposure but locking in fixed premium costs regardless of whether events occur.

0.00 of 3

Close reveal

Machine → Final

same outcome

No human ballots were cast; final consensus follows the machine result.

Same outcome A

Who governs

Origin Split

All rounds

Human 0%

Machine 100%

Turnout0

Back delegation0

Checks

Baselines

PPV no gold answer

Majority no gold answer

Comparison PPV matched majority

k samples8

Agents3

Parsed samples 16 / 16

Quality unanimous

PPV

Top Influences

GPT 5.6 Luna (alpha 1.000) · delegate 1.000

Claude Sonnet 5 (alpha 1.000) · delegate 1.000

Samples

Answer Distribution

GPT 5.6 Luna A: 8

Claude Sonnet 5 A: 8

PPV

Influences

Label	Role	Score
GPT 5.6 Luna (alpha 1.000)	delegate	1.000
Claude Sonnet 5 (alpha 1.000)	delegate	1.000

Voting matrix

Constructed Delegation Matrix

To / From	GPT 5.6 Luna (alpha 1.000)	Claude Sonnet 5 (alpha 1.000)
GPT 5.6 Luna (alpha 1.000)	0.000	0.000
Claude Sonnet 5 (alpha 1.000)	0.000	0.000
A	1.000	1.000
B	0.000	0.000
C	0.000	0.000
D	0.000	0.000
E	0.000	0.000
F	0.000	0.000

Embeddings

Sample Embeddings

0 samples

No sample embeddings are available.

Samples

Agent Responses

GPT 5.6 Luna openai_compatible · openai/gpt-5.6-luna

#0 A · Maintain a large uncommitted cash reserve that can be redirected to any emerging risk as it materializes, sacrificing potential investment returns for maximum flexibility. 1536 dims

Because the disruptions span several unrelated categories, concentrating the reserve in one operational or financial defense could leave major exposures uncovered. A large, uncommitted cash reserve preserves liquidity and allows leadership to respond to whiche...

#1 A · Maintain a large uncommitted cash reserve that can be redirected to any emerging risk as it materializes, sacrificing potential investment returns for maximum flexibility. 1536 dims

Because the disruptions are varied and unpredictable, a flexible reserve can be redirected to whichever risk materializes rather than overcommitting to one category. Although cash sacrifices investment returns, it provides the broadest and fastest response cap...

#2 A · Maintain a large uncommitted cash reserve that can be redirected to any emerging risk as it materializes, sacrificing potential investment returns for maximum flexibility. 1536 dims

Because the disruptions are diverse and difficult to predict, a flexible reserve can respond to whichever risk materializes rather than overcommitting to one category. Although it sacrifices investment returns, maintaining substantial liquidity best preserves ...

#3 A · Maintain a large uncommitted cash reserve that can be redirected to any emerging risk as it materializes, sacrificing potential investment returns for maximum flexibility. 1536 dims

Because the reserve must address several unpredictable and materially different disruptions, flexibility is more valuable than concentrating on one risk category. A large, uncommitted cash reserve can be deployed where the greatest need emerges, avoiding the i...

#4 A · Maintain a large uncommitted cash reserve that can be redirected to any emerging risk as it materializes, sacrificing potential investment returns for maximum flexibility. 1536 dims

Because the reserve must address several unpredictable risks, committing most funds to one category could leave the cooperative exposed elsewhere. A large, uncommitted cash reserve preserves liquidity and allows leadership to redirect funds as the most urgent ...

#5 A · Maintain a large uncommitted cash reserve that can be redirected to any emerging risk as it materializes, sacrificing potential investment returns for maximum flexibility. 1536 dims

Because the reserve must address several unpredictable risks, flexibility is more valuable than committing funds to one specific category. A large, liquid cash reserve can be redirected as conditions change, unlike specialized investments, hedges, or insurance...

#6 A · Maintain a large uncommitted cash reserve that can be redirected to any emerging risk as it materializes, sacrificing potential investment returns for maximum flexibility. 1536 dims

Because the reserve must address several unpredictable and materially different disruptions, flexibility is more valuable than committing funds to one risk category. A large liquid cash reserve can be deployed as conditions change, avoiding the rigidity of spe...

#7 A · Maintain a large uncommitted cash reserve that can be redirected to any emerging risk as it materializes, sacrificing potential investment returns for maximum flexibility. 1536 dims

Because the disruptions are diverse and unpredictable, prioritizing one category would leave the cooperative exposed to other costly surprises. A large, uncommitted cash reserve preserves the flexibility to respond where the need actually emerges, even though ...

Claude Sonnet 5 openai_compatible · anthropic/claude-sonnet-5

#0 A · Maintain a large uncommitted cash reserve that can be redirected to any emerging risk as it materializes, sacrificing potential investment returns for maximum flexibility. 1536 dims

Given the emphasis on unpredictable, varied operational disruptions (supply, equipment, currency, workforce), the strategy must preserve maximum adaptability rather than betting on any single risk category. Option A's uncommitted cash reserve can be redirected...

#1 A · Maintain a large uncommitted cash reserve that can be redirected to any emerging risk as it materializes, sacrificing potential investment returns for maximum flexibility. 1536 dims

Given the manufacturer faces multiple heterogeneous risks (supply, equipment, currency, labor) rather than one dominant threat, the best coherent strategy is one that preserves adaptability across categories rather than betting on a single risk type or locking...

#2 A · Maintain a large uncommitted cash reserve that can be redirected to any emerging risk as it materializes, sacrificing potential investment returns for maximum flexibility. 1536 dims

Option A provides maximum flexibility to address any of the four risk categories (supply chain, equipment, currency, workforce) as they emerge, rather than betting heavily on one specific risk type. Since the disruptions are unpredictable and could stem from m...

#3 A · Maintain a large uncommitted cash reserve that can be redirected to any emerging risk as it materializes, sacrificing potential investment returns for maximum flexibility. 1536 dims

Each option represents a coherent single strategy, but the strongest fit for "unpredictable" and varied disruptions (supply chain, equipment, currency, workforce) is one that preserves maximum flexibility across all categories rather than betting on one specif...

#4 A · Maintain a large uncommitted cash reserve that can be redirected to any emerging risk as it materializes, sacrificing potential investment returns for maximum flexibility. 1536 dims

Given the cooperative faces diverse, unpredictable disruptions (supply chain, equipment, currency, workforce) rather than one dominant risk type, a strategy preserving maximum flexibility to redirect resources as needed is most coherent—since pre-committing ca...

#5 A · Maintain a large uncommitted cash reserve that can be redirected to any emerging risk as it materializes, sacrificing potential investment returns for maximum flexibility. 1536 dims

Given that the reserve must remain flexible enough to address multiple unpredictable and varied disruption types (supply chain, equipment, currency, workforce) without knowing which will materialize, the strategy that preserves maximum optionality is superior ...

#6 A · Maintain a large uncommitted cash reserve that can be redirected to any emerging risk as it materializes, sacrificing potential investment returns for maximum flexibility. 1536 dims

Option A provides maximum flexibility to address any of the four risk categories (supply chain, equipment, currency, workforce) as they emerge, rather than pre-committing to a single anticipated threat. Since the disruptions are inherently unpredictable and di...

#7 A · Maintain a large uncommitted cash reserve that can be redirected to any emerging risk as it materializes, sacrificing potential investment returns for maximum flexibility. 1536 dims

Option A provides maximum flexibility to address whichever risk category actually materializes, which directly aligns with the stated concern that any under-prioritized category could become the costliest surprise. Since the disruptions listed (supply chain, e...

Timings

Stages

Sampling63459 ms

Embedding776 ms

Signals5 ms

PPV2 ms

Errors

Agent and Round Errors

Grok 4.5: :timeout