SDLCLife Cycle
Build plan

The path to a fully autonomous SDLC

We're not starting from zero. The DevOps Suite is live; everything else is built around it in six phases.

● Done  Live in this repo
◐ In progress  Active build
○ Planned  Designed, not started
Phase 0 · ✅ Done

Foundations — DevOps Suite

Already live in this repository. Becomes the shared substrate for the rest of the platform.

  • Agent core, plugin registry, 8 plugins
  • Decision engine, memory, audit log
  • Retry orchestrator + fix executors
  • Jira / PagerDuty / ServiceNow integrations
  • Grafana dashboard + daily scanner
  • Docker prod compose, quickstart
Phase 1 · 🔜 Design Suite MVP

From PRD to approved backlog

  • PRD / design / Jira-epic ingestion
  • RequirementSpec extraction (LLM + Pydantic)
  • Single-pass design generation (architecture, data model, API stub)
  • INVEST story synthesis → Jira
  • Dependency-aware roadmap (Mermaid Gantt)
  • PO comment loop with re-design
  • PO approval UI
Phase 2 · Development Suite MVP

Stories to merged code

  • Story picker + In Progress lifecycle
  • RAG context builder (tree-sitter AST chunking)
  • Planner + Coder + Self-review LLM loop
  • Sandboxed ephemeral container execution
  • Conventional Commits + auto-PR + Jira closure metadata
Phase 3 · Testing Suite MVP

Conformance, regression, bugs

  • Design ↔ code LLM-as-judge conformance check
  • AC-to-test generator (+/-, edge, integration, UI)
  • Stable TC-<story>-<n> registry in Postgres
  • Parallel execution + screenshots + HAR capture
  • Auto-bug filing → reopens originating story
  • Production Ready gate logic
Phase 4 · Production Suite

Safe deploys, verified in place

  • Release candidate composer + auto release notes
  • PO/RM approval gate
  • Blue/green + canary deploys via Helm
  • Post-deploy Testing-Suite re-run against prod URL
  • Automatic rollback + bug + story re-queue
  • Synthetic monitors baseline
Phase 5 · Closed-loop demo

PRD → Live → Incident → Auto-fix → Re-deploy

  • End-to-end orchestration across all five suites
  • Wire DevOps incidents → Dev Suite auto-stories
  • Single PO console showing every gate and audit step
  • One-click demo: induce failure, watch self-healing
Phase 6 · Platform

Multi-tenant, SSO, billing, plugin marketplace

  • Tenant-isolated runtimes + per-tenant secrets
  • SSO via Keycloak / Auth0 / Azure AD
  • Usage + cost accounting per LLM call
  • Public agent-plugin marketplace
  • Audit & compliance certifications (SOC 2, ISO 27001)
Under the hood

Technology stack

Backend

  • Python 3.11+, FastAPI
  • Celery / Arq for async
  • SQLAlchemy + Alembic
  • Temporal / Prefect / LangGraph orchestration

Frontend

  • Next.js 14 App Router
  • shadcn/ui + Tailwind
  • React Flow for design / roadmap viz
  • Monaco editor for inline review

AI / LLM

  • Ollama (local) for sensitive workloads
  • OpenAI / Anthropic / Azure via LiteLLM
  • LangGraph for stateful flows
  • LlamaIndex + Qdrant for RAG

Infra

  • Docker + Compose (dev)
  • Kubernetes + Helm (prod)
  • Terraform for cloud provisioning
  • GitHub Actions / Jenkins CI

Quality & security

  • pytest, ruff, mypy
  • bandit, semgrep, trivy, OWASP ZAP
  • Playwright E2E
  • SBOM via syft, signing via cosign

Observability

  • OpenTelemetry
  • Prometheus + Grafana
  • Loki for logs, Tempo for traces
  • k6 for performance baselines

Want to be a design partner?

We're onboarding early teams for Phase 1 (Design Suite). Use the DevOps Agent today and grow with the platform.

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