RustyTorch++ — Phase 7 Plan (Ecosystem, Productization & Leadership)

Objective (6–12 months, ongoing): Evolve RustyTorch++ from a high‑performance platform into the industry reference runtime by building a robust ecosystem: SDKs and language bindings, interop bridges, a community models hub, enterprise‑grade tooling & support, and formal governance/compliance. Phase 7 focuses on adoption, reliability at scale, and long‑term sustainability.

Reference paths

RUSTYTORCH_ROOT: /home/osobh/projects/rustytorch

RUSTG_COMPILER: /home/osobh/projects/rust/rustg (RTX 5090, sm_120)

STRATOSWARM_ROOT: /home/osobh/projects/stratoswarm

Application layers remain optional; this phase targets ecosystem maturity around the core runtime, compiler, distributed training, and serving.

1. Scope & Non‑Goals

In scope

SDKs & Language Bindings: Python, C/C++, Rust (official), Java, Node; WASM runtime preview.

Interop Bridges: DLPack/ONNX import/export; converters from PyTorch/JAX; HF‑style checkpoint tooling; model zoo compatibility.

Community Models Hub: signed, versioned model artifacts; performance leaderboards; reproducible recipes.

Enterprise Tooling: RBAC, audit logging, policy enforcement, SSO, license compliance; Stratoswarm multi‑region rollout playbooks.

Release Engineering: LTS channels, backport policy, CVE response process, crash telemetry opt‑in.

Documentation & Education: end‑to‑end guides, examples gallery, official courses, certification.

Support & Partnerships: migration workshops, ISV/IHV partnerships, marketplace pilots.

Out of scope

New core compiler/runtime features beyond P6 unless required for ecosystem parity.

2. Success Criteria (Exit / Phase‑Gate)

Adoption: ≥10 flagship OSS models and ≥5 enterprise pilot deployments on RustyTorch++ with public case studies.

Developer Experience: median “time‑to‑first‑token” ≤10 minutes from clean install; SDK NPS ≥ 50.

Reliability: LTS channel with <1 critical defect per quarter; p95 incident MTTR ≤ 2 hours.

Interop: Import/export success for ONNX + DLPack flows; PyTorch/JAX converters pass ≥95% of selected suites.

Governance: all releases signed with SBOM; CVE policy published; SLSA level target met for CI.

Ecosystem Health: model hub with ≥100 models; performance leaderboard with reproducible submissions.

3. Pillars & Workstreams

A. SDKs & Bindings

Python: wheels (CUDA/CPU/ROCm), typing stubs, pip/conda install docs.

C/C++: stable ABI headers; cbindgen pipelines; minimal, versioned API surface.

Java/Node: JNI/N‑API shims; async streaming clients; examples.

WASM: preview of edge inference for small models; WASI target doc.

B. Interop Bridges

DLPack zero‑copy interop; ONNX importer/exporter with opset mapping; converter tools for PyTorch/JAX checkpoints and graphs.

Fidelity tests: per‑layer error budgets; whole‑model parity; performance comparison scripts.

C. Community Models Hub

Signed, versioned artifacts with provenance; model cards; per‑SKU perf metrics.

Leaderboard: tokens/sec, memory peak, p50/p95 latencies; reproducible benchmark harness.

Contribution flow: template repos; CI validations; moderation and license checks.

D. Enterprise Tooling

RBAC/SSO integration; policy bundles (export controls, license allowlists); audit logs.

Stratoswarm multi‑region reference: blue/green + canary; DR runbooks; autoscaling policies.

Cost controls: GPU quota management; utilization heatmaps; rightsizing recommender.

E. Release Engineering & Security

LTS vs. Fast channels; semver discipline; backport and EOL timelines.

CVE process; security advisories; signed containers/wheels; SBOM for each release.

Crash telemetry opt‑in with redaction; symbol servers.

F. Documentation & Education

End‑to‑end tutorials (training→serving→monitoring); production checklists.

Examples gallery (LLM, ViT, ASR); “1‑flag” migration guides.

Official course + certification; partner enablement kits.

G. Support & Partnerships

Migration workshops; office hours; enterprise support tiers (SLA/response times).

ISV/IHV partnerships (NVIDIA/AMD/Apple/Clouds); reference architectures.

Marketplace pilots for models/add‑ons with revenue share.

4. Deliverables

SDKs/bindings (Python/C++/Java/Node) with CI publishing and examples.

Interop tools: ONNX/DLPack + PyTorch/JAX converters; parity test suites.

Community models hub: portal, CLI, CI validation, performance leaderboard.

Enterprise toolkit: RBAC/SSO, policy packs, audit logging, Stratoswarm multi‑region charts and runbooks.

Release engineering: LTS channel, CVE policy, signed artifacts (containers/wheels), SBOM.

Docs & education: full site, examples, migration guides, certification content.

Support: issue templates, triage playbooks, SLAs, partner kits.

5. CI Gates & Quality Bars

SDK install tests on Linux/macOS/Windows; CUDA/CPU/ROCm matrices.

Interop parity ≥95% on selected test suites; performance regressions <5% vs native paths.

Signed artifacts with SBOM; CVE workflow validated in dry‑runs.

Model hub submissions must reproduce on CI with same metrics (± tolerance).

Docs have runnable examples; link‑check and doctest gates.

6. Observability & Ecosystem Metrics

Install success rate; time‑to‑first‑token; SDK crash rate; API latency (client SDKs).

Hub metrics: submission pass rate; leaderboard churn; top hardware SKUs.

Enterprise metrics: uptime/SLO compliance; incident MTTR; cost/utilization KPIs.

7. RACI — Phase 7 Agent Ownership

Conductor (Orchestrator) — Accountable: phase delivery, dependency orchestration.

Ecosystem/Interop Agent — Responsible: DLPack/ONNX bridges; converters; compatibility suites.

Docs & SDK Agent — Responsible: SDKs, examples, docs site, doctests.

DevOps Engineer — Responsible: release pipelines, wheels/conda containers, platform matrices.

Security Engineer & Auditor — Accountable: CVE workflow, SBOM/signing, artifact policy.

SRE Engineer — Responsible: production runbooks, multi‑region Stratoswarm playbooks.

Performance Engineer — Consulted: parity benchmarks and leaderboard validation.

Governance & Provenance Agent — Responsible: artifact provenance, policy enforcement.

Agent Organizer — Accountable: tool allowlists, routing, freeze on gate failures.

8. Risks & Mitigations

Interop drift → maintain opset mapping table; nightly parity runs; community issue templates.

Release complexity → channel discipline; automation; backport policy and scoreboard.

Security regressions → SBOM + signing enforced; CVE drill practice.

Docs rot → CI link checks; doc‑tests; ownership for each section.

Support load → tiered SLAs; partner enablement; community moderators.

9. Timeline (suggested)

Quarter 1: SDKs/bindings; interop tools; parity suites; initial model hub + leaderboard.

Quarter 2: Enterprise toolkit; multi‑region Stratoswarm playbooks; LTS channel + CVE process; docs site v1; certification beta.

Quarter 3+: Marketplace pilots; partner reference architectures; expanded examples; adoption campaigns.

— End of Phase 7 Plan —