Interactive Multi-Domain Planning Studio

How RobOS replaces fuzzy chat prompting with structured, domain-specific planning forms—featuring interactive web templates, custom template authoring, and bidirectional GitHub/Jira synchronization.

Table of contents

  1. The Strategic Advantage: Ending Fuzzy Prompting in Software Engineering
  2. Technical Architecture: From Template Form to Executable DAG
    1. 1. Custom Template Authoring Studio
    2. 2. Phased Directed Acyclic Graph (DAG) Synthesis
    3. 3. Bidirectional Issue Tracker Synchronization
  3. Complete Index of Built-In Task Plans
    1. Services & APIs (12 Plans)
    2. Front-End Applications (9 Plans)
    3. Game Development (5 Plans)
    4. Mobile Applications (5 Plans)
    5. Libraries & SDKs (7 Plans)
    6. Knowledge Graph & Schemas (7 Plans)
    7. Data & Storage (6 Plans)
    8. Cloud & Infrastructure (6 Plans)
    9. DevOps & Observability (5 Plans)
    10. RobOS Platform & Agent Extensions (4 Plans)
  4. Next Steps

The Strategic Advantage: Ending Fuzzy Prompting in Software Engineering

In modern AI coding assistants, task initiation is almost entirely driven by free-form chat prompts:

  • Developers type vague prompts like “Add user authentication” or “Create an order microservice”.
  • The AI assistant hallucinates missing requirements, chooses arbitrary frameworks, forgets database migration strategies, ignores API versioning, and fails to identify affected downstream systems.
  • Without a structured technical breakdown, complex multi-step features devolve into uncoordinated commits, scope creep, and broken contracts.

The RobOS Big Win:

RobOS replaces vague, unstructured chat prompts with the Task Planner Studio: interactive web form templates spanning every engineering domain, custom organizational template authoring, and phased Directed Acyclic Graph (DAG) task synthesis.

When an engineer or architect plans a feature in RobOS, they don’t start with a blank prompt box. They select a purpose-built domain template with interactive form fields—capturing endpoints, schemas, database engines, security baselines, and acceptance criteria. RobOS transforms this structured input into a version-controlled technical plan, syncs it with GitHub Issues or Jira, and feeds the resulting dependency DAG into autonomous agent runners.

Technical Architecture: From Template Form to Executable DAG

RobOS Interactive Task Planning Studio Software Architecture
Interactive Task Planning & Synthesis Pipeline: From domain web forms through phased DAG reasoning to bidirectional GitHub/Jira synchronization and agent swarms. (Click image to zoom full screen)

1. Custom Template Authoring Studio

Every engineering organization has unique conventions, compliance rules, and architectural standards. RobOS includes a visual Custom Template Builder:

  • Define custom form inputs: text fields, dropdown selectors, checkboxes, code snippets, and dynamic array repeaters.
  • Embed validation rules (e.g., regex constraints for semantic versioning or team naming).
  • Configure automated prompt generation templates that incorporate organization-specific coding guidelines.

2. Phased Directed Acyclic Graph (DAG) Synthesis

The Task Planner doesn’t output flat, disconnected checklists. It synthesizes a phased execution DAG:

  • Phase 1: Architecture & Contracts (TypeSpec schemas, OpenAPI 3.1 YAML, database migrations).
  • Phase 2: Backend Implementation (Repository persistence, service logic, controllers).
  • Phase 3: Frontend Integration (Component layout, client SDK integration, form validation).
  • Phase 4: Automated Verification (Pact consumer contract verification, headless E2E video proof-of-work).

3. Bidirectional Issue Tracker Synchronization

RobOS bridges the gap between local GitOps planning and enterprise issue tracking:

  • GitHub Issues: Automatically creates parent milestones, epics, and linked task tickets with labels and assignees.
  • Jira Cloud & Server: Maps RobOS phases to Jira Epics, Stories, and Subtasks with custom field support.
  • Local Task Server: Runs a zero-cloud, embedded SQLite task engine for private offline work.

Complete Index of Built-In Task Plans

RobOS includes a comprehensive library of pre-configured, battle-tested task plans and interactive templates organized across 10 primary engineering domains. Each plan guides developers and AI agents through domain-specific inputs, synthesizing executable Epics, Stories, and phased Directed Acyclic Graph (DAG) task specifications:

Services & APIs (12 Plans)

Task Plan ID Primary Parameters Description
⚙️ Create a Back-End Web Service backend-web-service Service Name, Language & Framework, Primary Data Store, Authentication & Security, Core Capabilities & Endpoints Design and scaffold a scalable backend REST/HTTP service with OpenAPI contract, database persistence, and auth.
⚡ Create a gRPC Microservice grpc-microservice Microservice Name, Language, RPC Patterns, Service RPC Methods Scaffold a high-performance RPC service using Protobuf contracts and bidirectional streaming.
🔮 Create a GraphQL API Service graphql-api-service GraphQL API Name, GraphQL Engine, Schema Types & Resolvers Design and deploy a GraphQL schema with queries, mutations, subscriptions, and dataloader batching.
📨 Create an Event-Driven Kafka Consumer / Producer event-driven-kafka-service Service Name, Kafka Topic(s), Message Serialization, Delivery Semantics Build robust asynchronous event streaming with Apache Kafka, consumer groups, and dead-letter queues.
💬 Create a Realtime WebSocket Gateway realtime-websocket-gateway Gateway Name, Server Engine, Multi-Node Channel Pub/Sub Deploy a high-concurrency WebSocket server for live updates, chat, notifications, and room broadcasting.
🪝 Create a Webhook Ingestion & Dispatch Service webhook-ingestion-service Service Name, Webhook Providers, Queue Buffer Receive, verify HMAC signatures, buffer, and process third-party webhooks (Stripe, GitHub, Shopify).
🚪 Create a Backend-for-Frontend (BFF) Gateway bff-gateway BFF Gateway Name, Target Clients Tailor backend microservice aggregation, token exchange, and response optimization for client apps.
🛡️ Create an OAuth2 / OIDC Identity Provider & Auth Service oauth2-auth-service Auth Service Name, Supported Flows Deploy central authentication service issuing JWT tokens, PKCE authorization code flow, and RBAC.
🌐 Create a gRPC-Web Gateway grpc-web-gateway Gateway Name Bridge browser web clients to backend gRPC services using gRPC-Web and Envoy translation proxy.
🏢 Create a Multi-Tenant SaaS Architecture multi-tenant-saas-core SaaS Platform Name, Tenant Isolation Design tenant isolation (schema-per-tenant or row-level security), subdomain routing, and tenant billing.
🕸️ Create an Apollo Federation GraphQL Subgraph graphql-federation-subgraph Subgraph Name Implement an Apollo Federation v2 subgraph with @key directives, entity resolvers, and schema composition.
🚩 Create a Feature Flag & Experimentation System feature-flag-system Flag Service Name Deploy targeted feature flags, progressive rollouts, and canary release controls (Unleash / LaunchDarkly).

Front-End Applications (9 Plans)

Task Plan ID Primary Parameters Description
🌐 Create a Front-End Web Application frontend-web-app Application Name, Frontend Framework, Styling & UI Library, State & API Fetching, Key Pages & Workflows Scaffold a modern single-page web app with client routing, design system components, state store, and API integration.
⚛️ Create a React Front-End App react-frontend-app React App Name, Routing Solution, UI Component Set, Target Views & Forms Scaffold a production React application with TypeScript, Tailwind CSS, TanStack Query, and Vitest.
▲ Create a Next.js Fullstack SSR Web App nextjs-fullstack-app Next.js App Name, Rendering Strategy, Auth Solution Scaffold Next.js App Router project with Server Components, Server Actions, SEO metadata, and auth.
💚 Create a Vue 3 Single-Page Application vue3-spa Vue App Name, UI Kit Scaffold Vue 3 with Composition API, Pinia state store, Vue Router, and PrimeVue/Tailwind.
🧡 Create a SvelteKit High-Performance Web App sveltekit-app SvelteKit App Name, Deployment Adapter Scaffold Svelte 5 / SvelteKit app with runes, server load functions, and optimized bundles.
💻 Create an Electron Desktop Application electron-desktop-app Desktop App Name, System Tray & Window Modes Scaffold a cross-platform desktop app with Electron, secure IPC contextBridge, system tray, and auto-updater.
🧩 Create a Micro-Frontend Shell & Remote MFE Module micro-frontend-module Module Name, Federation Tooling Architect a Module Federation micro-frontend host shell and independently deployable remote modules.
📶 Create a PWA Offline-First Mobile Web App pwa-offline-first PWA App Name Build a Progressive Web App with Service Worker caching, background sync, web manifest, and install prompts.
🧩 Create a Chrome Extension chrome-extension Extension Name Scaffold a Manifest V3 browser extension with popup UI, content scripts, background service worker, and storage.

Game Development (5 Plans)

Task Plan ID Primary Parameters Description
🎮 Create a Godot Game godot-game Game Title, Game Dimension & Style, Scripting Language, Core Gameplay Loop Design and build a 2D or 3D game using Godot Engine 4.2+, GDScript/C#, scene tree nodes, and physics.
🕹️ Create a Unity 6 PC/Console Game unity-pc-game Game Title, Render Pipeline, Genre & Target Scaffold a PC game in Unity 6 using Universal Render Pipeline (URP), C#, and new Input System.
📱 Create a Unity 6 Mobile Game unity-mobile-game Mobile Game Title, Monetization & Ads Build an optimized mobile game for iOS & Android with touch gestures, low battery footprint, and in-app purchases.
⚔️ Create an Unreal Engine 5 PC Action Game unreal-pc-game Game Project Name, Code Architecture Scaffold an Unreal Engine 5 game utilizing Nanite, Lumen, Enhanced Input, and C++ gameplay classes.
🦀 Create a Rust Bevy ECS Game bevy-rust-game Crate Name, Dimension Build a blazing fast 2D/3D game in Rust using Bevy ECS, WGPU rendering, and data-driven systems.

Mobile Applications (5 Plans)

Task Plan ID Primary Parameters Description
📱 Create a Mobile App mobile-app App Name, Development Platform, Offline Storage & Sync, Mobile Features Design and deliver an iOS and Android mobile app with device permissions, push notifications, and offline sync.
📱 Create a React Native Cross-Platform App react-native-app App Name, Navigation Scaffold an Expo / React Native application with TypeScript, React Navigation, and native device modules.
💙 Create a Flutter Cross-Platform Mobile App flutter-mobile-app Flutter App Name, State Management Scaffold a Flutter application with Dart, Riverpod state management, and Material 3 design.
🍎 Create a Native iOS Swift App native-ios-swift iOS App Name, Storage Engine Build a native iOS app using SwiftUI, Swift Concurrency, SwiftData, and Apple Human Interface Guidelines.
🤖 Create a Native Android Kotlin App native-android-kotlin Android App Name, Dependency Injection Build a native Android app using Jetpack Compose, Kotlin Coroutines, Room DB, and Hilt dependency injection.

Libraries & SDKs (7 Plans)

Task Plan ID Primary Parameters Description
☕ Create a Java Library java-library Library / Artifact ID, Group & Base Package, Build System, Library Scope & Deliverables Scaffold a reusable Java 21 library with Gradle/Maven, comprehensive Javadoc, JUnit 5 tests, and publishing setup.
📦 Create a TypeScript / NPM Library typescript-npm-package Package Name, Bundler Build a dual ESM/CJS TypeScript library with bundle export maps, Vitest, and npm release automation.
🐍 Create a Python PyPI Package python-pypi-package Package Name, Packaging Tool Scaffold a modern Python package with pyproject.toml, Poetry/Hatch, Ruff linter, and pytest.
🐹 Create a Go Module / CLI Library go-module Module Path Scaffold a Go module with semver tagging, subpackages, godoc comments, and benchmark tests.
🦀 Create a Rust Crates.io Library rust-crates-io-library Crate Name Develop a high-reliability Rust crate with cargo workspace, doc tests, and clippy lints.
🌐 Create a Multi-Language Client SDK from OpenAPI multi-lang-sdk-generator SDK Umbrella Name, OpenAPI Spec Path / URL Automate generation and packaging of TypeScript, Python, Java, and Go client SDKs from OpenAPI contracts.
⚙️ Create a C++ CMake Shared Library cpp-cmake-library C++ Library Name Scaffold modern C++20 shared/static library with CMake, vcpkg dependency management, and Catch2 unit tests.

Knowledge Graph & Schemas (7 Plans)

Task Plan ID Primary Parameters Description
⬡ Add to the Knowledge Graph Schema kgraph-schema New Schema Class / Type Name, Parent / Super-Class, Properties & Constraints, SHACL Validation Shape Name Extend the RobOS Dual-State SDLC Knowledge Graph with new ontological classes, properties, and SHACL validation rules.
📦 Create a Resource create-resource Resource URI, Resource Title, Resource Type, Resource Attributes (JSON or Key-Value) Declare and instantiate a concrete SDLC asset/resource node within the RobOS Knowledge Graph.
📐 Define a SHACL Validation Shape shacl-validation-shape SHACL Shape Name, Target Class Author custom SHACL shape constraints to guarantee schema conformance across all GitOps assets.
📜 Create an OpenAPI 3.1 Contract Specification openapi-contract-spec API Title, Version Design a single-source-of-truth OpenAPI 3.1 YAML contract with reusable components and security schemes.
📬 Define an AsyncAPI 3.0 Messaging Contract asyncapi-messaging-contract Contract Name Specify event channels, payload schemas, and Kafka/RabbitMQ server bindings with AsyncAPI 3.0.
📑 Define a Protobuf / gRPC Service Contract protobuf-service-contract Protobuf Package Author Proto3 file definitions with package namespaces, rpc definitions, and Buf lint/breaking rules.
🏛️ Document C4 Software Architecture Models c4-software-architecture-doc Software System Name Model Context, Container, Component, and Code (C4) architectural views linked directly to Knowledge Graph resources.

Data & Storage (6 Plans)

Task Plan ID Primary Parameters Description
🗄️ Create a Relational DB Schema & Migration Pipeline relational-db-migrations Database Name, Database Engine, Migration Tool Design normalized SQL relational tables, indexes, foreign keys, and Flyway/Liquibase versioned migrations.
🍃 Create a NoSQL Document Database Integration nosql-document-store Primary Collection / Table, NoSQL Engine Scaffold a MongoDB / DynamoDB document store with schema validation, compound indexes, and change streams.
⚡ Create a Redis In-Memory Cache & Session Store redis-cache-layer Cache Cluster Name Implement low-latency distributed caching with Redis, cache-aside pattern, TTL expiration, and locks.
📊 Create an Apache Kafka Event Pipeline kafka-event-pipeline Event Pipeline Name Provision Kafka topics, partition keys, schema registry subjects, and consumer group monitoring.
🧠 Create a Vector DB & RAG Knowledge Ingestion Pipeline vector-db-rag-pipeline RAG Pipeline Name, Vector Store Build semantic search and Retrieval-Augmented Generation (RAG) with embeddings, chunking, and vector index.
🔄 Create an ETL Data Pipeline etl-data-pipeline Pipeline Name Scaffold batch or streaming data extract-transform-load pipeline with data validation and parquet output.

Cloud & Infrastructure (6 Plans)

Task Plan ID Primary Parameters Description
☸️ Create a Kubernetes Helm Chart & Deployment kubernetes-helm-deployment Helm Chart Name, Ingress Controller Author production Kubernetes manifests packaged as a Helm chart with Ingress, HPA, and Secret integration.
🐙 Create an ArgoCD GitOps Continuous Delivery Pipeline argocd-gitops-pipeline ArgoCD Application Name, GitOps Repository Configure automated GitOps synchronization for Kubernetes clusters with ArgoCD Applications and sync policies.
🏗️ Create a Terraform / OpenTofu Cloud Infrastructure Stack terraform-cloud-infra Terraform Stack Name, Cloud Provider Author modular Infrastructure-as-Code with Terraform/OpenTofu, remote state locking, and cloud resources.
🐳 Create a Multi-Stage Docker Container & Compose Setup docker-container-compose Container Image Name Author lean, secure multi-stage Dockerfiles with non-root execution and multi-service docker-compose dev environment.
🛡️ Create an Envoy / Cloudflare API Gateway & Ingress api-gateway-envoy Gateway Name Configure edge API gateway routing, TLS termination, CORS headers, and token verification.
⚡ Create a Cloudflare Workers / Serverless Edge API cloud-serverless-functions Function Service Name Deploy serverless edge functions on Cloudflare Workers or AWS Lambda with zero cold-starts and KV storage.

DevOps & Observability (5 Plans)

Task Plan ID Primary Parameters Description
🚀 Create a GitHub Actions CI/CD Matrix Pipeline github-actions-ci-cd Workflow Name Author GitHub Actions workflows for matrix testing, container image building, vulnerability scanning, and release tagging.
📈 Create an OpenTelemetry Tracing & Prometheus Metrics Setup opentelemetry-observability System / Service Identifier Instrument services with OpenTelemetry distributed tracing, W3C trace context propagation, and Prometheus metrics.
🧪 Create an Automated Playwright End-to-End Test Suite playwright-e2e-suite Test Suite Name Build robust end-to-end browser automation tests with Playwright, Page Object Models, and video/trace reports.
🔒 Create a Security Audit & Dependency Scanner security-audit-scanner Security Scanner Name Implement automated SAST, dependency vulnerability scanning, and secret detection across repositories.
⏱️ Create a Performance & Load Testing Suite with k6 performance-k6-testing Load Test Plan Name, Target RPS / Virtual Users Author load, stress, and spike test scripts using Grafana k6 with threshold assertions and metrics.

RobOS Platform & Agent Extensions (4 Plans)

Task Plan ID Primary Parameters Description
🔌 Create a Model Context Protocol (MCP) Server mcp-server MCP Server Name, Transport Protocol, Exposed Tools Develop a custom Model Context Protocol server exposing tools, resources, and prompts for AI coding agents.
🤖 Create a RobOS Native Electron Application robos-electron-app App Identifier (slug), App Display Title Scaffold a new native RobOS desktop Electron app with registered .desktop entry, robos-lib snapshot server, and dark theme.
🧠 Create a RobOS AI Agent Skill robos-agent-skill Skill Identifier, Skill Title Design and publish a cross-agent skill in the RobOS plugin marketplace with SKILL.md and automation scripts.
🔌 Create a Custom Task Server Connector custom-task-server-connector Provider Name Add a new task server provider (e.g. Linear, ClickUp, GitLab Issues) to RobOS Task Servers and Task Planner.

Next Steps