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🏭 ConnectSoft — The AI Software Factory

Welcome to ConnectSoft, the AI-powered software factory that autonomously generates, validates, deploys, and evolves entire SaaS ecosystems using coordinated AI agents and structured blueprints.

“You describe the vision. ConnectSoft assembles the system.”

🧠 What Is ConnectSoft?

ConnectSoft is a multi-agent platform that transforms business ideas, domain models, and feature prompts into complete, production-ready software systems — including:

  • Modular backend microservices
  • OpenAPI contracts and gRPC definitions
  • Frontend components and UIs
  • Infrastructure-as-Code (IaC)
  • CI/CD pipelines
  • Observability and telemetry
  • Security and compliance logic
  • Automated tests and validation
  • Documentation and deployment artifacts

All orchestrated through an agent execution graph, traced end-to-end, and delivered by design — not by patchwork.

🧩 Who Is It For?

  • 🧱 Architects — model clean, domain-aligned systems
  • 👩‍💻 Engineers — focus on logic, not scaffolding
  • 🧑‍💼 Product Managers — deliver features via blueprint prompts
  • 🔐 Security Teams — validate policies and redaction by default
  • 🧪 QA & Testers — inject and observe validation at every phase
  • ☁️ DevOps Teams — receive traceable, infrastructure-ready artifacts
  • 📊 Executives — track delivery health, cost, and compliance

ConnectSoft is not a codegen tool. It’s not a DevOps script engine. It’s not a platform-as-a-service.

It’s a software factory — with:

  • ✅ Traceability
  • ✅ Validation
  • ✅ Security
  • ✅ Observability
  • ✅ Evolution

All powered by autonomous agents and intent-driven orchestration.

🤖 Why an AI Software Factory?

Modern SaaS delivery is no longer about writing code — it’s about managing:

  • 100s of services
  • 1000s of deployments
  • Multi-tenant variation
  • Security, compliance, and observability
  • Constant change, drift, and evolution

Traditional tools solve pieces of this puzzle. But they leave teams with:

  • Fragile pipelines
  • Manual testing
  • Siloed roles
  • Compliance gaps
  • No shared trace of what was delivered, by whom, and why

ConnectSoft solves the whole system, using coordinated AI agents and trace-driven automation.

🧠 Why the Factory Model Wins

Factories provide:

  • Repeatability — same input, same output
  • Traceability — who did what, when, and why
  • Composition — modular outputs that fit together
  • Validation — tests, policies, and telemetry built in
  • Evolution — versioned, observable, safe to regenerate

And with AI agents operating under skill-bound contracts, the factory becomes:

  • Autonomous
  • Feedback-driven
  • Extensible
  • Secure by default

Learn more about the motivation behind this model in Why AI Software Factory? →

⚙️ How the Platform Works

ConnectSoft operates as a closed-loop software factory, driven by:

  1. Blueprints — structured prompts that describe features, domains, or systems
  2. Planners — agents that decompose intent into agent skill flows
  3. Agent Execution Graphs — skill-scoped agents perform generation, validation, deployment
  4. Observability and Feedback — all execution is traced, measured, and reviewed
  5. Evolution Loops — outputs can be replayed, diffed, or improved continuously

🧩 End-to-End Flow

flowchart TD
    A[📝 Blueprint Prompt] --> B[🧠 Planner Agent]
    B --> C[🤖 Agent Execution Graph]
    C --> D[🛠 Code, Infra, Tests]
    D --> E[🧪 Validation & Policies]
    E --> F[🚀 CI/CD & Deployment]
    F --> G[📈 Observability: Logs, Spans, Metrics]
    G --> H[🔁 Feedback Loop to Blueprint]
Hold "Alt" / "Option" to enable pan & zoom

Every run produces a traceId, every agent action emits spans, events, and logs, and every output is testable, secure, and versioned.

🔐 Trust by Design

  • Agents are skill-scoped
  • Secrets, access scopes, and PII redaction are blueprint-declared
  • Tests, docs, and infrastructure are generated alongside the code

No part of the system is outside the factory.

✅ From prompt → microservices → tests → infra → CI → deployment → monitoring All in one orchestrated system.

🏗️ What the Factory Produces

ConnectSoft is not limited to code snippets or static scaffolds — it produces fully deployable, validated SaaS systems, coordinated through autonomous agents and versioned blueprints.

Here’s what a single factory run can generate:

📦 Primary Artifacts

Output Type Description
🧱 Microservices Clean architecture, DDD-aligned services with scoped responsibilities
🔌 API Contracts OpenAPI (REST), gRPC, and GraphQL interfaces
🧑‍💻 Frontend Modules Angular, Blazor, or CMS-integrated UI components
🔐 Security & Scopes OAuth2 scopes, access policies, tenant-based guards
🧪 Tests Unit, SpecFlow BDD, integration, resiliency & chaos coverage
📈 Observability Spans, logs, metrics, dashboards, health checks
📜 Documentation Markdown-based specs, readmes, changelogs, diagrams
⚙️ Infrastructure Bicep, YAML, Terraform, container packaging
🚀 CI/CD Pipelines Deployment workflows, gates, trace-triggered releases
🧩 Templates & Plugins Reusable generation logic, override points, and modular registries

📘 Output Is…

  • Traceable → every file is linked to its traceId, agentId, and blueprint version
  • Composable → services and modules fit into a broader platform design
  • Testable → artifacts are verified before promotion
  • Observable → output is emitted with structured logs, metrics, and validation results
  • Repeatable → entire executions can be replayed or forked

📂 These artifacts live across your:

  • Repos
  • Cloud environments
  • Studio dashboards
  • Blueprint registry
  • CI/CD traces

Learn more about output traceability and structure in Project Lifecycle →

🧭 How to Navigate This Site

This documentation site is organized to reflect how the ConnectSoft platform operates — from vision and principles, through architecture, agents, templates, and workflows.

Use this map to explore the factory from concept to execution.

🧠 Vision

  • Why ConnectSoft exists
  • The factory model and its strategic goals
  • What makes this model different

🔗 vision/

📐 Core Design Principles

  • Modularization
  • AI-First Development
  • Event-Driven Architecture
  • Clean Architecture & DDD
  • Cloud-Native and Security-First
  • Observability-Driven Design

🔗 core-principles/

🏗️ Platform Architecture

  • End-to-end system overview
  • Project lifecycle and orchestration layers
  • Coordinators, templates, and execution traces

🔗 platform-architecture/

🤖 AI Agents

  • System overview and execution flow
  • Full catalog of ConnectSoft agents
  • Detailed specifications per persona (dev, architect, QA, etc.)

🔗 agents/

🧰 Templates and Skills

  • Microservice templates
  • Library and adapter generators
  • DevOps, security, observability blueprints

🔗 templates-docs/

🚀 Workflows & Execution

  • Vision-to-deployment agent orchestration flows
  • Deployment + observability workflows

🔗 workflows/

📈 MVP and Roadmap

  • First SaaS MVP generated by the platform
  • Future phases and long-term evolution

🔗 mvp/ and roadmap/

🧪 Want to jump straight into how the system flows?

Start with Project Lifecycle → or Agent Execution Flow →

🚀 Get Started

ConnectSoft is a blueprint-driven, agent-powered delivery platform.

To begin, you don’t need to install anything, configure pipelines manually, or stitch together 10 tools. You start by describing what you want to build.

📝 Step 1: Define Your Intent

Prompt: “I want a multi-tenant SaaS app with appointment scheduling, payment integration, and a reporting dashboard.”

Or use YAML/JSON:

feature:
  name: Appointment Scheduling
  tenants: ["default", "enterprise"]
  integration: ["Stripe", "Email", "Calendar"]
  security:
    scopes: ["appointments.read", "appointments.write"]
  observability: true

This becomes your Blueprint — the input that drives the factory.

🔁 Step 2: The Factory Executes

  • 🧠 Planner Agent decomposes the request
  • 🤖 Specialized agents generate:
    • Microservices
    • APIs
    • Infrastructure
    • Tests
    • Observability
  • ✅ QA + Policy agents validate output
  • 🚀 DevOps agents deploy to preview/staging
  • 📡 All steps are traceable, auditable, and visible in Studio

📘 Want to Go Deeper?

Start with:

ConnectSoft turns intent into traceable SaaS systems, using coordinated AI agents and modular templates — at scale.