| # 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). | |
| --- | |
| ## 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). | |
| --- | |
| ## 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). | |
| --- | |
| ## 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). | |
| --- | |
| ## 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 | |
| --- | |
| ## 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 | |
| --- | |
| ## 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 | |
| --- | |
| *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.* |