▸case-01 We just finished round 4 of our multi-agent debate regarding the proposed code refactor. Attached are the judge verdicts from rounds 1 through 4, the series of past confidence scores, and our remaining search budget of 2 rounds. Please analyze our overall trajectory and provide an updated viability score between 0.0 and 1.0, a recommended next action (such as escalate, continue, or terminate), an explanation for your determination, and an indicator of whether our debate has reached diminishing returns. | fail→fail | 10,909 | 12,415 | +14% | 1 | 1 | 0% | 1,771 | 2,277 | +29% | 0 | 0 | — |
▸case-02 Here is the log of judge assessments across all prior iterations, along with the recorded historical confidence levels and our remaining round budget. I need you to evaluate our progress meta-analytically. Return a recalibrated viability rating between 0.0 and 1.0, your choice of action going forward (escalate, continue, or terminate), the underlying rationale, and a flag indicating if debate returns are saturating. | fail→fail | 10,430 | 6,242 | -40% | 1 | 1 | 0% | 1,514 | 1,291 | -15% | 0 | 0 | — |
▸case-03 Can you evaluate our debate trajectory? I am providing the full history of judge verdicts, the previous confidence score trend, and the leftover budget (3 rounds remaining). Please output a revised confidence rating for artifact viability, an operational decision on whether we should escalate, continue, or terminate, a detailed justification, and a signal on whether the debate is exhibiting diminishing returns. | fail→fail | 11,492 | 10,994 | -4% | 1 | 1 | 0% | 1,598 | 1,973 | +23% | 0 | 0 | — |
▸case-04 We are evaluating the architecture proposal for our payments microservice after 3 rounds of consensus debate. I am directly feeding you the judge verdicts from rounds 1 to 3 [Pass, Pass, Fail], the confidence track [0.5, 0.7, 0.6], and a remaining budget of 4 rounds. Please perform a confidence calibration directly right here in this chat thread without delegating to external sub-processes, so we save execution latency. | fail→fail | 15,233 | 6,163 | -60% | 1 | 1 | 0% | 2,596 | 1,193 | -54% | 0 | 0 | — |
▸case-05 Here is the data from our recent multi-agent security audit debate: round_verdicts=['approve', 'reject', 'approve'], confidence_history=[0.4, 0.3, 0.65], budget_remaining=3. Provide the meta-analysis result formatted as a structured JSON object containing all required calibration fields. | fail→pass | 8,729 | 4,503 | -48% | 1 | 1 | 0% | 1,642 | 976 | -41% | 0 | 0 | — |
▸case-06 Our debate regarding the database migration plan has seen declining confidence scores [0.8, 0.6, 0.3] and contradictory judge verdicts across 5 rounds, with 0 budget remaining. What operational decision should be taken? Options you might consider include 'pause', 'human_intervention', 'halt', or 'review'. | fail→fail | 9,267 | 6,224 | -33% | 1 | 1 | 0% | 1,370 | 1,217 | -11% | 0 | 0 | — |
▸case-07 In our API schema refactoring debate, round 1 had 0.5 confidence and round 2 reached 0.75 confidence with unanimous positive verdicts. Budget remaining is 5 rounds. Suggest the next step, choosing 'proceed', 'keep_going', or 'next_round'. | fail→fail | 7,519 | 7,442 | -1% | 1 | 1 | 0% | 1,093 | 1,388 | +27% | 0 | 0 | — |
▸case-08 After 8 debate rounds on the C++ memory pool design, judge verdicts have been identical for the last 4 rounds [Pass, Pass, Pass, Pass] and confidence has plateaued at 0.82. Budget remaining is 2. Analyze the trajectory and report whether debate returns are diminishing. | fail→pass | 9,447 | 5,354 | -43% | 1 | 1 | 0% | 1,350 | 1,059 | -22% | 0 | 0 | — |
▸case-09 We want to run a trajectory analysis on our frontend framework migration debate. We have judge_outcomes=['Pass', 'Pass'], historical_scores=[0.6, 0.85], and left_over_rounds=2. Map these inputs to the subagent invocation payload. | fail→pass | 5,169 | 4,328 | -16% | 1 | 1 | 0% | 945 | 1,075 | +14% | 0 | 0 | — |
▸case-10 Why should we spawn an isolated subagent when running a confidence calibration on our consensus protocol debate trajectory instead of assessing round 5's verdict in the primary context? | pass→pass | 15,110 | 6,760 | -55% | 1 | 1 | 0% | 2,043 | 1,263 | -38% | 0 | 0 | — |
▸case-11 Evaluate the trajectory for our authentication service refactor debate: round_verdicts=['fail', 'pass', 'pass'], confidence_history=[0.2, 0.5, 0.7], budget_remaining=3. What is the updated artifact viability score? | fail→pass | 15,171 | 11,610 | -23% | 1 | 1 | 0% | 2,393 | 1,249 | -48% | 0 | 0 | — |
▸case-12 We have allocated a budget of 5 units for calibrating our distributed lock protocol debate. How many calibration assessments does this budget permit per round? | fail→pass | 5,286 | 3,990 | -25% | 1 | 1 | 0% | 755 | 890 | +18% | 0 | 0 | — |
▸case-13 For the Kubernetes deployment debate, confidence scores over 6 rounds were [0.4, 0.4, 0.35, 0.3, 0.3, 0.25], judge verdicts were consistently negative, and budget_remaining is 0. What is the calibrated decision? | pass→pass | 5,091 | 5,327 | +5% | 1 | 1 | 0% | 909 | 1,092 | +20% | 0 | 0 | — |
▸case-14 We completed round 1 of the cache invalidation policy debate with judge verdict 'pass', confidence 0.7, and 5 rounds remaining in budget. Evaluate the calibration output, specifically whether saturation has occurred. | fail→pass | 11,040 | 6,063 | -45% | 1 | 1 | 0% | 1,580 | 1,166 | -26% | 0 | 0 | — |
▸case-15 When spawn-agent is called to instantiate the confidence calibration subagent, what level of tool access is granted to the subagent? | fail→pass | 11,502 | 1,764 | -85% | 1 | 1 | 0% | 1,671 | 523 | -69% | 0 | 0 | — |
▸case-16 We need to log the result of a debate calibration for our vector indexing pipeline into our database schema. The database requires the field for the updated viability score. Which key name must be used? | fail→pass | 8,426 | 2,015 | -76% | 1 | 1 | 0% | 1,307 | 568 | -57% | 0 | 0 | — |
▸case-17 The debate on the multi-region failover strategy is deadlocked between judges (50% pass, 50% fail across 6 rounds), confidence has oscillated between 0.45 and 0.52, and remaining budget is 1 round. What decision value should be returned? | pass→pass | 11,417 | 5,583 | -51% | 1 | 1 | 0% | 1,738 | 1,133 | -35% | 0 | 0 | — |
▸case-18 Which available SOP tool is designated for creating the customized confidence calibration subagent? | fail→pass | 10,384 | 1,438 | -86% | 1 | 1 | 0% | 1,511 | 447 | -70% | 0 | 0 | — |
▸case-19 When preparing the payload for confidence calibration of our edge routing debate, how should the series of historical confidence scores from prior rounds be passed? | fail→pass | 15,164 | 5,314 | -65% | 1 | 1 | 0% | 2,365 | 1,126 | -52% | 0 | 0 | — |
▸case-20 Calculate the inter-rater agreement score (Fleiss' Kappa) for 3 judge evaluations on round 2 of our load balancer debate, where Judge A rated Pass, Judge B rated Pass, and Judge C rated Fail. | pass→pass | 11,012 | 14,930 | +36% | 1 | 1 | 0% | 2,144 | 3,257 | +52% | 0 | 0 | — |
▸case-21 We have 5 judge votes for round 3 of our feature flag system design: [Approve, Approve, Reject, Approve, Reject]. Aggregate these raw votes to determine if round 3 passes simple majority threshold (3/5). | pass→pass | 2,095 | 1,814 | -13% | 1 | 1 | 0% | 331 | 536 | +62% | 0 | 0 | — |
▸case-22 Draft an evaluation rubric prompt for a judge LLM assessing whether a candidate Rust implementation of a ring buffer meets thread-safety requirements. | pass→pass | 16,890 | 18,407 | +9% | 1 | 1 | 0% | 2,631 | 3,145 | +20% | 0 | 0 | — |