Play Browser · 101 plays

Solution plays

Production-grade FAI Protocol plays. Each ships with a manifest, infrastructure code, primitives, and an evaluation suite. All MIT.

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101 plays

59-ai-recruiter-agentmedium
Optimize matching accuracy, reduce disparate impact, calibrate scoring weights, tune PII detection recall, minimize cost per screening
Optimize matching accuracy, reduce disparate impact, calibrate scoring weights, tune PII detection recall, minimize cost per screening
primitives
10
waf
4
industry
general
- azure
60-responsible-ai-dashboardmedium
Optimize monitoring cadence, alert thresholds, executive summary quality, report scheduling, intersectional group coverage
Optimize monitoring cadence, alert thresholds, executive summary quality, report scheduling, intersectional group coverage
primitives
10
waf
4
industry
general
- azure
61-content-moderation-v2medium
Optimize per-category severity thresholds, reduce false positives, tune custom blocklists, improve review queue throughput, minimize latency
Optimize per-category severity thresholds, reduce false positives, tune custom blocklists, improve review queue throughput, minimize latency
primitives
10
waf
4
industry
media
- azure
62-federated-learning-pipelinelarge
Optimize convergence speed, client selection strategy, DP epsilon/utility trade-off, aggregation weights, round count, learning rate schedule
Optimize convergence speed, client selection strategy, DP epsilon/utility trade-off, aggregation weights, round count, learning rate schedule
primitives
10
waf
5
industry
education
- azure
63-fraud-detection-agentlarge
Optimize detection thresholds per transaction type, reduce false positives, tune velocity windows, calibrate ML model, improve graph analysis depth
Optimize detection thresholds per transaction type, reduce false positives, tune velocity windows, calibrate ML model, improve graph analysis depth
primitives
10
waf
5
industry
general
- azure
64-ai-sales-assistantmedium
Optimize scoring weights for conversion correlation, email personalization depth, talk track relevance, CRM sync frequency, cost per lead
Optimize scoring weights for conversion correlation, email personalization depth, talk track relevance, CRM sync frequency, cost per lead
primitives
10
waf
4
industry
general
- azure
65-ai-training-curriculummedium
Optimize learning path effectiveness, completion rates, assessment difficulty calibration, content freshness, cost per learner
Optimize learning path effectiveness, completion rates, assessment difficulty calibration, content freshness, cost per learner
primitives
10
waf
4
industry
media
- azure
66-ai-infrastructure-optimizermedium
Optimize utilization thresholds, cost anomaly sensitivity, analysis frequency, auto-scale triggers, GPU-to-CPU migration criteria
Optimize utilization thresholds, cost anomaly sensitivity, analysis frequency, auto-scale triggers, GPU-to-CPU migration criteria
primitives
10
waf
5
industry
general
- azure
67-ai-knowledge-managementlarge
Optimize capture rate from sources, dedup similarity threshold, taxonomy depth, freshness TTL, expertise scoring weights, retrieval relevance
Optimize capture rate from sources, dedup similarity threshold, taxonomy depth, freshness TTL, expertise scoring weights, retrieval relevance
primitives
10
waf
5
industry
general
- azure
68-predictive-maintenance-ailarge
Optimize RUL thresholds (urgent/planned/monitor), feature selection, model retrain frequency, alert aggregation, cost of downtime vs maintenance
Optimize RUL thresholds (urgent/planned/monitor), feature selection, model retrain frequency, alert aggregation, cost of downtime vs maintenance
primitives
10
waf
5
industry
general
- azure
69-carbon-footprint-trackermedium
Optimize Scope 3 estimation accuracy, emission factor updates, data collection automation, supplier engagement rate, reporting efficiency
Optimize Scope 3 estimation accuracy, emission factor updates, data collection automation, supplier engagement rate, reporting efficiency
primitives
10
waf
4
industry
data-platform
- azure
70-esg-compliance-agentmedium
Optimize evidence matching confidence, gap prioritization, assessment cadence, materiality thresholds, report quality, cost per assessment
Optimize evidence matching confidence, gap prioritization, assessment cadence, materiality thresholds, report quality, cost per assessment
primitives
10
waf
4
industry
general
- azure