feat: Enhance agent roles with advanced capabilities

- Add comprehensive pipeline monitoring and quality gates to data.md
- Implement model evaluation and drift detection in ml-engineer.md
- Create cross-role contracts matrix document at .conductor/contracts.md
- Define SLAs, interfaces, and escalation protocols between roles
- Add monitoring dashboards and incident response playbooks
- Implement fairness evaluation and A/B testing frameworks

These enhancements provide production-ready agent capabilities with
clear collaboration contracts and quality enforcement mechanisms.

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <[email protected]>

Author: ryanmac

.conductor/contracts.md

@@ -0,0 +1,308 @@
+# Cross-Role Contracts Matrix
+
+## Overview
+This document defines the contracts and interfaces between different agent roles in Conductor-Score. Each contract specifies inputs, outputs, service level agreements (SLAs), and escalation protocols to ensure smooth collaboration.
+
+## Contract Definitions
+
+### 1. Dev ↔ Code-Reviewer
+**Trigger**: Pull request created or updated
+**Contract**:
+```yaml
+provider: code-reviewer
+consumer: dev
+interface:
+  request:
+    - pull_request_url: string
+    - changed_files: list[string]
+    - diff_content: string
+  response:
+    - review_status: enum[approved, changes_requested, commented]
+    - comments: list[{file, line, severity, message}]
+    - suggestions: list[{file, line, original, suggested}]
+sla:
+  initial_review: 15 minutes
+  follow_up: 5 minutes
+escalation:
+  - trigger: no_response_30min
+    action: notify_dev_lead
+```
+
+### 2. Dev ↔ DevOps
+**Trigger**: CI/CD failure or deployment request
+**Contract**:
+```yaml
+provider: devops
+consumer: dev
+interface:
+  ci_failure:
+    request:
+      - workflow_run_id: string
+      - failure_type: enum[build, test, lint, deploy]
+      - error_logs: string
+    response:
+      - root_cause: string
+      - fix_actions: list[string]
+      - estimated_time: minutes
+  deployment:
+    request:
+      - environment: enum[dev, staging, prod]
+      - version: string
+      - rollback_plan: object
+    response:
+      - deployment_url: string
+      - health_check_status: object
+      - metrics_dashboard: url
+sla:
+  ci_failure_triage: 5 minutes
+  deployment_staging: 10 minutes
+  deployment_prod: 30 minutes
+```
+
+### 3. Dev ↔ Security
+**Trigger**: Security scan findings or code review
+**Contract**:
+```yaml
+provider: security
+consumer: dev
+interface:
+  vulnerability_scan:
+    request:
+      - scan_type: enum[sast, dast, dependency]
+      - target: string
+      - priority: enum[critical, high, medium, low]
+    response:
+      - vulnerabilities: list[{cve, severity, description, fix}]
+      - compliance_status: object
+      - remediation_plan: object
+  code_review:
+    request:
+      - code_diff: string
+      - sensitive_operations: list[string]
+    response:
+      - security_issues: list[{type, severity, location, fix}]
+      - approved: boolean
+sla:
+  critical_vulnerability: 1 hour
+  high_vulnerability: 4 hours
+  security_review: 2 hours
+```
+
+### 4. Frontend ↔ UI-Designer
+**Trigger**: Design implementation or UI review
+**Contract**:
+```yaml
+provider: ui-designer
+consumer: frontend
+interface:
+  design_handoff:
+    request:
+      - component_name: string
+      - design_url: string
+      - requirements: list[string]
+    response:
+      - design_tokens: object
+      - accessibility_requirements: list[string]
+      - responsive_breakpoints: object
+      - animations: list[object]
+  ui_review:
+    request:
+      - component_url: string
+      - screenshots: list[url]
+    response:
+      - visual_diff: object
+      - accessibility_score: number
+      - performance_metrics: object
+sla:
+  design_clarification: 2 hours
+  ui_review: 4 hours
+```
+
+### 5. Data ↔ ML-Engineer
+**Trigger**: Feature engineering or data quality issues
+**Contract**:
+```yaml
+provider: data
+consumer: ml-engineer
+interface:
+  feature_engineering:
+    request:
+      - feature_requirements: list[object]
+      - data_sources: list[string]
+      - update_frequency: string
+    response:
+      - feature_table: string
+      - schema: object
+      - quality_metrics: object
+      - lineage: object
+  data_quality:
+    request:
+      - dataset_id: string
+      - quality_checks: list[string]
+    response:
+      - quality_report: object
+      - drift_analysis: object
+      - recommendations: list[string]
+sla:
+  feature_delivery: 24 hours
+  quality_report: 2 hours
+  urgent_fix: 4 hours
+```
+
+### 6. Mobile ↔ DevOps
+**Trigger**: App build or deployment
+**Contract**:
+```yaml
+provider: devops
+consumer: mobile
+interface:
+  build_request:
+    request:
+      - platform: enum[ios, android]
+      - build_type: enum[debug, release]
+      - signing_config: object
+    response:
+      - build_artifact: url
+      - build_logs: url
+      - test_results: object
+  store_deployment:
+    request:
+      - platform: enum[ios, android]
+      - release_notes: string
+      - rollout_percentage: number
+    response:
+      - submission_id: string
+      - review_status: enum[pending, approved, rejected]
+      - crash_metrics: object
+sla:
+  build_completion: 30 minutes
+  store_submission: 1 hour
+```
+
+## Collaboration Workflows
+
+### 1. Feature Development Flow
+```mermaid
+graph LR
+    A[Dev] -->|PR| B[Code-Reviewer]
+    B -->|Security Check| C[Security]
+    B -->|UI Components| D[Frontend]
+    D -->|Design Review| E[UI-Designer]
+    A -->|Deploy Ready| F[DevOps]
+    F -->|Monitoring| A
+```
+
+### 2. Incident Response Flow
+```mermaid
+graph TD
+    A[Alert Triggered] -->|Page| B[DevOps]
+    B -->|Triage| C{Root Cause?}
+    C -->|Code Issue| D[Dev]
+    C -->|Security| E[Security]
+    C -->|Data| F[Data]
+    C -->|ML Model| G[ML-Engineer]
+    D & E & F & G -->|Fix| H[Resolution]
+```
+
+### 3. Data Pipeline Flow
+```mermaid
+graph LR
+    A[Data Sources] -->|Ingestion| B[Data]
+    B -->|Quality Gates| C[Data]
+    C -->|Features| D[ML-Engineer]
+    D -->|Model| E[DevOps]
+    E -->|Deploy| F[Production]
+    F -->|Monitoring| B
+```
+
+## Communication Protocols
+
+### Synchronous Communication
+- **Emergency**: Direct message with @here mention
+- **High Priority**: Thread in #team-channel with role mention
+- **Normal**: GitHub issue comment or PR review
+
+### Asynchronous Communication
+- **Updates**: Daily standup notes in workflow-state.json
+- **Documentation**: Markdown files in .conductor/docs/
+- **Decisions**: ADRs (Architecture Decision Records)
+
+## Quality Gates
+
+### Code Quality
+| Role | Metric | Threshold | Enforcement |
+|------|--------|-----------|-------------|
+| Dev | Test Coverage | ≥85% | PR Block |
+| Dev | Linting | Zero Errors | PR Block |
+| Frontend | Lighthouse Score | ≥90 | Warning |
+| Mobile | App Size | <100MB | Warning |
+
+### Performance
+| Role | Metric | Threshold | Enforcement |
+|------|--------|-----------|-------------|
+| DevOps | Uptime | ≥99.9% | Alert |
+| Frontend | LCP | <2.5s | PR Block |
+| ML-Engineer | Inference | <100ms | Alert |
+| Data | Pipeline SLA | <5min | Alert |
+
+### Security
+| Role | Metric | Threshold | Enforcement |
+|------|--------|-----------|-------------|
+| All | Critical Vulns | Zero | PR Block |
+| Security | OWASP Top 10 | Pass | PR Block |
+| DevOps | Secrets in Code | Zero | PR Block |
+
+## Escalation Matrix
+
+### Severity Levels
+1. **P0 (Critical)**: Production down, data loss risk
+2. **P1 (High)**: Major feature broken, security vulnerability
+3. **P2 (Medium)**: Performance degradation, minor feature broken
+4. **P3 (Low)**: UI issues, documentation
+
+### Escalation Chain
+| Severity | Initial Response | Escalation 1 (30min) | Escalation 2 (2hr) |
+|----------|-----------------|---------------------|-------------------|
+| P0 | On-call Engineer | Team Lead | Director |
+| P1 | Primary Role | Team Lead | Manager |
+| P2 | Primary Role | Senior Role | Team Lead |
+| P3 | Primary Role | - | - |
+
+## Contract Versioning
+
+### Version Format
+`v{major}.{minor}.{patch}`
+- **Major**: Breaking changes to interface
+- **Minor**: New optional fields or endpoints
+- **Patch**: Documentation or SLA updates
+
+### Deprecation Policy
+1. Announce deprecation with 30-day notice
+2. Support both versions for 14 days
+3. Automated migration tools provided
+4. Rollback plan required
+
+## Monitoring & Compliance
+
+### SLA Dashboard
+```yaml
+dashboard:
+  url: "/.conductor/metrics/sla-dashboard"
+  refresh: 5_minutes
+  alerts:
+    - sla_breach: email + slack
+    - repeated_failure: pagerduty
+```
+
+### Monthly Review
+- Contract effectiveness metrics
+- SLA compliance rates
+- Escalation frequency
+- Cross-role satisfaction scores
+
+## Amendment Process
+1. Propose change via GitHub issue
+2. Impact analysis by affected roles
+3. 72-hour review period
+4. Unanimous approval required
+5. Update version and notify all roles