| workflow:youtube-video-ad-campaign | responsibility:performance-budget-tracking | Responsibility |
| workflow:youtube-video-ad-campaign | responsibility:cost-optimization | Responsibility |
| workflow:linkedin-sponsored-content-management | responsibility:data-quality-monitoring | Responsibility |
| workflow:linkedin-sponsored-content-management | responsibility:cost-optimization | Responsibility |
| workflow:tiktok-short-form-ad-cycle | responsibility:performance-budget-tracking | Responsibility |
| workflow:tiktok-short-form-ad-cycle | responsibility:release-coordination | Responsibility |
| workflow:google-shopping-feed-optimization | responsibility:data-quality-monitoring | Responsibility |
| workflow:google-shopping-feed-optimization | responsibility:cost-optimization | Responsibility |
| workflow:podcast-advertising-management | responsibility:vendor-evaluation | Responsibility |
| workflow:podcast-advertising-management | responsibility:performance-budget-tracking | Responsibility |
| workflow:connected-tv-campaign-management | responsibility:vendor-evaluation | Responsibility |
| workflow:connected-tv-campaign-management | responsibility:data-quality-monitoring | Responsibility |
| workflow:out-of-home-advertising-review | responsibility:vendor-evaluation | Responsibility |
| workflow:out-of-home-advertising-review | responsibility:performance-budget-tracking | Responsibility |
| workflow:affiliate-program-management | responsibility:data-quality-monitoring | Responsibility |
| workflow:affiliate-program-management | responsibility:vendor-evaluation | Responsibility |
| workflow:ad-tech-stack-setup | responsibility:review-architecture-changes | Responsibility |
| workflow:ad-tech-stack-setup | responsibility:data-quality-monitoring | Responsibility |
| workflow:advertising-channel-evaluation | responsibility:vendor-evaluation | Responsibility |
| workflow:advertising-channel-evaluation | responsibility:cost-optimization | Responsibility |
| workflow:ad-fraud-detection-setup | responsibility:vendor-evaluation | Responsibility |
| workflow:ad-fraud-detection-setup | responsibility:data-quality-monitoring | Responsibility |
| workflow:paid-search-campaign-optimization | responsibility:data-quality-monitoring | Responsibility |
| workflow:paid-search-campaign-optimization | responsibility:cost-optimization | Responsibility |
| workflow:programmatic-media-buying-review | responsibility:data-quality-monitoring | Responsibility |
| workflow:programmatic-media-buying-review | responsibility:vendor-evaluation | Responsibility |
| workflow:social-media-ad-performance-review | responsibility:data-quality-monitoring | Responsibility |
| workflow:social-media-ad-performance-review | responsibility:performance-budget-tracking | Responsibility |
| workflow:display-retargeting-optimization | responsibility:data-quality-monitoring | Responsibility |
| workflow:display-retargeting-optimization | responsibility:cost-optimization | Responsibility |
| workflow:ad-creative-production-cycle | responsibility:review-architecture-changes | Responsibility |
| workflow:ad-creative-production-cycle | responsibility:release-coordination | Responsibility |
| workflow:flight-software-certification | responsibility:release-coordination | Responsibility |
| workflow:flight-software-certification | responsibility:review-architecture-changes | Responsibility |
| workflow:avionics-integration-testing | responsibility:triage-incoming-issues | Responsibility |
| workflow:avionics-integration-testing | responsibility:review-architecture-changes | Responsibility |
| workflow:mission-simulation-review | responsibility:data-quality-monitoring | Responsibility |
| workflow:mission-simulation-review | responsibility:review-architecture-changes | Responsibility |
| workflow:precision-agriculture-data-pipeline | responsibility:data-quality-monitoring | Responsibility |
| workflow:precision-agriculture-data-pipeline | responsibility:review-architecture-changes | Responsibility |
| workflow:crop-yield-forecasting | responsibility:data-quality-monitoring | Responsibility |
| workflow:crop-yield-forecasting | responsibility:capacity-planning | Responsibility |
| workflow:rag-pipeline-evaluation | responsibility:ai-tooling-evaluation | Responsibility |
| workflow:rag-pipeline-evaluation | responsibility:data-quality-monitoring | Responsibility |
| workflow:ai-content-moderation-review | responsibility:ai-safety-guardrails | Responsibility |
| workflow:ai-content-moderation-review | responsibility:ai-agent-usage-review | Responsibility |
| workflow:multi-agent-orchestration-review | responsibility:review-architecture-changes | Responsibility |
| workflow:multi-agent-orchestration-review | responsibility:ai-safety-guardrails | Responsibility |
| workflow:ai-agent-adoption-rollout | responsibility:ai-tooling-evaluation | Responsibility |
| workflow:ai-agent-adoption-rollout | responsibility:ai-agent-adoption-strategy | Responsibility |
| workflow:ai-agent-adoption-rollout | responsibility:ai-knowledge-sharing | Responsibility |
| workflow:ai-usage-review | responsibility:ai-agent-usage-review | Responsibility |
| workflow:ai-usage-review | responsibility:ai-safety-guardrails | Responsibility |
| workflow:ai-safety-guardrail-maintenance | responsibility:ai-safety-guardrails | Responsibility |
| workflow:ai-safety-guardrail-maintenance | responsibility:run-security-scans | Responsibility |
| workflow:ai-knowledge-sharing | responsibility:ai-knowledge-sharing | Responsibility |
| workflow:ai-pair-programming-governance | responsibility:ai-agent-usage-review | Responsibility |
| workflow:ai-pair-programming-governance | responsibility:ai-safety-guardrails | Responsibility |
| workflow:copilot-usage-review | responsibility:ai-agent-usage-review | Responsibility |
| workflow:copilot-usage-review | responsibility:cost-optimization | Responsibility |
| workflow:llm-cost-optimization | responsibility:cost-optimization | Responsibility |
| workflow:llm-cost-optimization | responsibility:capacity-planning | Responsibility |
| workflow:synthetic-data-generation-pipeline | responsibility:data-quality-monitoring | Responsibility |
| workflow:synthetic-data-generation-pipeline | responsibility:ai-safety-guardrails | Responsibility |
| workflow:ai-model-license-compliance | responsibility:dependency-audit | Responsibility |
| workflow:ai-model-license-compliance | responsibility:ai-agent-adoption-strategy | Responsibility |
| workflow:algo-strategy-backtesting | responsibility:backtesting-validation | Responsibility |
| workflow:algo-strategy-backtesting | responsibility:model-validation | Responsibility |
| workflow:algo-strategy-paper-trading | responsibility:backtesting-validation | Responsibility |
| workflow:algo-strategy-paper-trading | responsibility:trading-system-reliability | Responsibility |
| workflow:execution-algorithm-optimization | responsibility:trading-system-reliability | Responsibility |
| workflow:hft-latency-profiling | responsibility:trading-system-reliability | Responsibility |
| workflow:market-making-parameter-tuning | responsibility:model-validation | Responsibility |
| workflow:market-making-parameter-tuning | responsibility:risk-reporting | Responsibility |
| workflow:momentum-signal-research | responsibility:research-publication | Responsibility |
| workflow:momentum-signal-research | responsibility:backtesting-validation | Responsibility |
| workflow:algorithm-benchmarking | responsibility:performance-budget-tracking | Responsibility |
| workflow:algorithmic-complexity-review | responsibility:review-prs-merge-decisions | Responsibility |
| workflow:algorithmic-complexity-review | responsibility:code-review-coverage | Responsibility |
| workflow:data-quality-scorecard-review | responsibility:data-quality-monitoring | Responsibility |
| workflow:data-quality-scorecard-review | responsibility:slo-definition | Responsibility |
| workflow:analytics-instrumentation-audit | responsibility:data-quality-monitoring | Responsibility |
| workflow:analytics-instrumentation-audit | responsibility:review-architecture-changes | Responsibility |
| workflow:self-serve-analytics-enablement | responsibility:data-quality-monitoring | Responsibility |
| workflow:self-serve-analytics-enablement | responsibility:write-user-docs | Responsibility |
| workflow:api-versioning-deprecation | responsibility:review-architecture-changes | Responsibility |
| workflow:api-versioning-deprecation | responsibility:write-user-docs | Responsibility |
| workflow:api-contract-testing | responsibility:review-prs-merge-decisions | Responsibility |
| workflow:api-contract-testing | responsibility:triage-incoming-issues | Responsibility |
| workflow:graphql-schema-review | responsibility:review-architecture-changes | Responsibility |
| workflow:graphql-schema-review | responsibility:review-prs-merge-decisions | Responsibility |
| workflow:dependency-graph-audit | responsibility:review-architecture-changes | Responsibility |
| workflow:dependency-graph-audit | responsibility:approve-architecture | Responsibility |
| workflow:code-complexity-review | responsibility:review-architecture-changes | Responsibility |
| workflow:code-complexity-review | responsibility:code-review-coverage | Responsibility |
| workflow:cloud-cost-optimization-review | responsibility:cost-optimization | Responsibility |
| workflow:cloud-cost-optimization-review | responsibility:capacity-planning | Responsibility |
| workflow:exhibition-development-cycle | responsibility:write-user-docs | Responsibility |
| workflow:exhibition-development-cycle | responsibility:capacity-planning | Responsibility |
| workflow:grant-proposal-review | responsibility:write-user-docs | Responsibility |