platform/dataops/dto/docs/INTEGRATION_TASKS.md

DTO Integration Task Sheet (v2)

Overview

This document sequences DTO Platform integration priorities with Cloudflare infrastructure integration, identifies dependencies, and assigns accountability across teams to ensure systematic execution without bottlenecks.

Team Structure

• DTO-Integrations-Team (lead: Prometheus) - External system integrations
• DTO-Infrastructure-Team (lead: Prometheus) - Core platform capabilities
• DTO-Environment-Team (lead: Prometheus) - Runtime environment optimization
• DTO-Performance-Team (lead: Prometheus) - Scale and performance optimization

Phase 1 – Core Integrations (T+0–7 days)

Owner: DTO-Integrations-Team (lead: Prometheus)

GitHub API Integration

• Automated repo discovery for adaptnova and TeamADAPT
• Webhook orchestration → push/pull events emit dto.events
• Status checks tied to CI/CD gating

Hugging Face Hub Integration with Xet Backend

• Dataset lineage tracking → edges into JanusGraph
• Pin management policies codified in manifests
• Performance profiling emitter → Prometheus
• Cloudflare R2 integration for HF Hub repository caching
• Workers AI enhancement for quantum-processed corpus
• AI Gateway for HuggingFace Hub synchronization (Xet backend transparent)

Cloudflare Infrastructure Deployment

• R2 Buckets: nova-models, nova-backups, nova-datasets (COMPLETED)
• Workers Routes: /api/v1/process, /api/v1/models, /api/v1/corpus
• AI Gateway: HuggingFace integration with Xet support
• DNS Configuration: api.adaptdev.ai, models.adaptdev.ai, corpus.adaptdev.ai

Dependencies: NATS event bus online, Dragonfly status cache active, Cloudflare infrastructure. Collaborators: Atlas (DataOps, DTO schema), Vox (SignalCore for webhook relay), Quartz (MLOps/Cloudflare).

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Phase 2 – Governance & Observability (T+7–14 days)

Owner: DTO-Infrastructure-Team

CI/CD Expansion

• Multi-environment (staging/prod/archive) gating
• Automated rollback trigger from SLOBreach or ChecksumMismatch
• Artifact bundles: logs + Grafana snapshots into /reports/

Atlassian Integration

• Jira: Class-A manifests auto-open tickets; transitions on dto.events
• Confluence: post-run reports auto-synced

Dependencies: Phase 1 events firing cleanly. Collaborators: Zephyr (DevOps CI plumbing), Chase (ADR tie-break approvals).

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Phase 3 – Runtime Enhancements (T+14–21 days)

Owner: DTO-Environment-Team

Custom Docker Images

• dto-gh, dto-xet, dto-vast images pinned with versions, labels, and minimal footprint
• Push to internal registry; manifests consume tagged versions

ETL Fusion

• Extend schema with etl: block (transform rules)
• Add lightweight extract/transform hooks to validation stage
• Pilot: format conversion (CSV → Parquet) + compression (gzip/zstd)

Dependencies: CI/CD validated in Phase 2. Collaborators: Quartz (AIML, heavy artifact handling), Atlas (data profiling).

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Phase 4 – Optimization & Scale (T+21–30 days)

Owner: DTO-Performance-Team

Performance Beyond 1 GB/s

• Parallel streams tuned with NIC/I/O benchmarks
• GPU-accelerated compression (LZ4-CUDA for Class C)
• Adaptive throttling on iowait
• Cloudflare Edge Optimization: 300+ global locations
• Quantum Processing Integration: 50+ docs/sec throughput

Cloudflare Global Scaling

• Edge processing distribution across 300+ locations
• Quantum corpus processing at global scale
• Real-time AI enhancement with Workers AI
• HuggingFace Hub synchronization automation (Xet backend)

Dependencies: ETL hooks proven stable, Cloudflare infrastructure operational. Collaborators: Vox (SignalCore, to avoid traffic starvation), Atlas (DataOps, to tune metrics), Quartz (MLOps/Cloudflare scaling), Aurora (Quantum Processing).

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Operational Cadence

Daily Operations (10 minutes)

• Blockers identification and resolution
• Merge conflicts and dependencies
• Runbook delta updates

Bi-weekly Reviews (25 minutes)

• DTO/ADR alignment verification
• Integration sequencing optimization
• Cross-team dependency resolution

Weekly Operations Roll-up (30 minutes)

• SLO review and compliance assessment
• Ledger updates and artifact verification
• Performance metrics and optimization opportunities

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Success Criteria

Phase 1 Completion

• GitHub webhooks firing dto.events reliably
• Hugging Face Hub lineage data flowing to JanusGraph
• Performance baselines established
• Cloudflare R2 integration operational
• Workers AI enhancement deployed
• AI Gateway HuggingFace Hub synchronization active

Phase 2 Completion

• Multi-environment CI/CD gating operational
• Automated rollback triggers validated
• Atlassian integrations synchronized

Phase 3 Completion

• Custom Docker images deployed and versioned
• ETL hooks processing data transformations
• Format conversion pipeline operational

Phase 4 Completion

• 1 GB/s transfer performance achieved

• GPU acceleration operational for Class C
• Adaptive throttling preventing system degradation
• Cloudflare global edge processing operational
• Quantum processing at 50+ docs/sec scale
• Real-time AI enhancement integrated

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Escalation Paths

Technical Blockers

1. Team lead (Prometheus) - immediate resolution attempt
2. Cross-team collaboration (Atlas, Vox, Quartz, Zephyr)
3. Platform leadership (Chase) - ADR authority for tie-breaking

Performance Issues

1. DTO-Performance-Team analysis
2. Infrastructure optimization (DTO-Infrastructure-Team)
3. External dependency evaluation (DTO-Integrations-Team)

Integration Failures

1. DTO-Integrations-Team debugging
2. Environment validation (DTO-Environment-Team)
3. Rollback to last known good state

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This task sheet provides direction and accountability while maintaining the "unnecessarily spectacular" performance standards. Each phase builds systematically on the previous, ensuring stable progression toward enterprise-grade DTO operations.