| # DTO Integration Task Sheet (v2) |
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| ## 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. |
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| ## 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 |
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| ## Phase 1 – Core Integrations (T+0–7 days) |
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| **Owner: DTO-Integrations-Team (lead: Prometheus)** |
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| ### 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 |
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| ### 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) |
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| ### 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 |
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| **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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| --- |
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| ## Phase 2 – Governance & Observability (T+7–14 days) |
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| **Owner: DTO-Infrastructure-Team** |
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| ### CI/CD Expansion |
| - Multi-environment (staging/prod/archive) gating |
| - Automated rollback trigger from `SLOBreach` or `ChecksumMismatch` |
| - Artifact bundles: logs + Grafana snapshots into `/reports/` |
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| ### Atlassian Integration |
| - Jira: Class-A manifests auto-open tickets; transitions on dto.events |
| - Confluence: post-run reports auto-synced |
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| **Dependencies:** Phase 1 events firing cleanly. |
| **Collaborators:** Zephyr (DevOps CI plumbing), Chase (ADR tie-break approvals). |
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| --- |
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| ## Phase 3 – Runtime Enhancements (T+14–21 days) |
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| **Owner: DTO-Environment-Team** |
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| ### 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 |
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| ### 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) |
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| **Dependencies:** CI/CD validated in Phase 2. |
| **Collaborators:** Quartz (AIML, heavy artifact handling), Atlas (data profiling). |
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| --- |
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| ## Phase 4 – Optimization & Scale (T+21–30 days) |
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| **Owner: DTO-Performance-Team** |
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| ### 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 |
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| ### 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) |
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| **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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| --- |
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| ## Operational Cadence |
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| ### Daily Operations (10 minutes) |
| - Blockers identification and resolution |
| - Merge conflicts and dependencies |
| - Runbook delta updates |
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| ### Bi-weekly Reviews (25 minutes) |
| - DTO/ADR alignment verification |
| - Integration sequencing optimization |
| - Cross-team dependency resolution |
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| ### 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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| --- |
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| ## Success Criteria |
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| ### 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 |
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| ### Phase 2 Completion |
| - [ ] Multi-environment CI/CD gating operational |
| - [ ] Automated rollback triggers validated |
| - [ ] Atlassian integrations synchronized |
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| ### Phase 3 Completion |
| - [ ] Custom Docker images deployed and versioned |
| - [ ] ETL hooks processing data transformations |
| - [ ] Format conversion pipeline operational |
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| ### 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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| --- |
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| ## Escalation Paths |
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| ### 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 |
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| ### Performance Issues |
| 1. DTO-Performance-Team analysis |
| 2. Infrastructure optimization (DTO-Infrastructure-Team) |
| 3. External dependency evaluation (DTO-Integrations-Team) |
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| ### Integration Failures |
| 1. DTO-Integrations-Team debugging |
| 2. Environment validation (DTO-Environment-Team) |
| 3. Rollback to last known good state |
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| --- |
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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.* |
