Roadmap
Where protoLabs is headed. Everything here was planned, decomposed, and shipped by AI agents — orchestrated by one human architect.
Last updated March 4, 2026
Core Engine
Autonomous agent execution with git worktree isolation, dependency-aware scheduling, and model escalation.
- ✓Kanban board with feature lifecycle management
- ✓AI agent execution in isolated git worktrees
- ✓Auto-mode with dependency resolution and topological ordering
- ✓Tiered model selection policies based on task complexity
- ✓Auto-escalation on failure with smarter model retry
- ✓CI pipeline: build, test, format, audit, auto-merge
Smart Orchestration
Event-driven feature lifecycle with automated decision-making and quality gates.
- ✓Per-feature state machine (intake, plan, execute, review, merge, done)
- ✓Fast-path rules engine for routine decisions without LLM calls
- ✓Automated PR review and merge pipeline
- ✓Quality gates with automated feedback loops
Observability & Metrics
Full cost tracking, time-series analytics, and transparent per-feature economics.
- ✓OpenTelemetry tracing on every agent run
- ✓Per-feature cost tracking and budget monitoring
- ✓Time-series dashboard (cost, throughput, cycle time, PR velocity)
- ✓PR analytics enrichment (commit counts, review timing)
- ✓Impact reports with historical comparison
Desktop App
Native macOS application with auto-updater and integrated server.
- ✓macOS DMG builds (x64 + arm64)
- ✓Auto-updater with version tag CI workflow
- ✓E2E test infrastructure
- ✓Server lifecycle management
Public Launch
Public changelog, roadmap, and project stats pages.
- ✓Public changelog with PR history
- ✓Public roadmap page
- ✓Stats data pipeline (git + metrics API)
- ✓Cloudflare Pages deployment
Idea-to-Ship Pipeline
Drop an idea, get a shipped feature. Automated research, planning, and decomposition with human-in-the-loop decision points.
- ✓Signal intake with automated PM triage and Opus research
- ✓SPARC PRD generation with structured decomposition
- ✓Human-in-the-loop form system for decision gates
- ✓Auto-approve mode for fully hands-free operation
- ✓Unified pipeline from idea through deployment
Content Engine
AI content creation pipeline with multi-stage quality gates, ceremony system, and analytics.
- ✓Multi-stage content flow (research, outline, draft, review)
- ✓Antagonistic review for automated quality assurance
- ✓Ceremony system for project lifecycle milestones
- ✓Langfuse tracing and cost analytics integration
- ✓Reflection service for post-project knowledge synthesis
Engine Visualization
Real-time flow graph showing every engine service, with rich detail panels and live metrics.
- ✓Interactive flow graph with 3-lane engine topology
- ✓Rich detail panels with live data per service node
- ✓Reflection and ceremony observability
- ✓Stale feature detection and pipeline gate timeouts
- ✓Domain-specific Zustand stores for UI architecture
Chat UI 2.0
Complete redesign of the Ava chat interface with rich interactive components and streaming.
- ✓Rich tool result cards with dynamic registry system
- ✓Inline citations with hover popovers
- ✓Chain-of-thought reasoning display with auto-collapse
- ✓Plan streaming with interactive plan parts
- ✓Model selector with popover and combobox
- ✓Message branching with response variants
- ✓HITL confirmation dialogs for destructive actions
Automation Engine
LangGraph-based automation system with scheduled flows, run history, and full observability.
- ✓LangGraph automation flows with per-node instrumentation
- ✓Automation registry with CRUD API and cron scheduler
- ✓Run history panel with timestamps and stats
- ✓Automations settings UI with model picker
- ✓OpenTelemetry auto-instrumentation with Grafana Alloy
- ✓LLM-powered release notes in auto-release pipeline
Native Project Management
Built-in project lifecycle, calendar, and file editor — no external dependencies required.
- ✓Full project lifecycle decoupled from Linear
- ✓Google Calendar-style month grid with event management
- ✓Built-in file editor with CodeMirror, 30+ languages, and diff view
- ✓Three-branch promotion pipeline (dev, staging, main)
- ✓Compact sidebar nav with ticker bar and quick access
- ✓Feature flags system for gating in-development features
Community & Open Source
Open-source release with developer resources, community tooling, and consulting offering.
- ✓GitHub repo public access (MIT)
- ✓create-protolab CLI for scaffolding new projects
- ✓Browser extension template with contribution flywheel
- ✓Public documentation site with VitePress
- ✓Methodology guide and prompt library
- ✓Community Discord with bug triage channel workflow
- ✓setupLab consulting onboarding pipeline
Beta Release
Hardening, polish, and community readiness for the first public beta.
- ●Bug fixes and stability improvements
- ●GitHub Issues queue triage and response
- ●Discord community moderation and onboarding
- ●Ava Anywhere — agent access from any surface
- ●Mobile UI improvements and responsive polish
- ●Beta release packaging and distribution
Testing & Quality Infrastructure
Comprehensive testing and design system coverage with visual regression, accessibility auditing, and component documentation.
- ○Storybook component library with interaction tests
- ○Chromatic CI for visual regression detection
- ○Accessibility auditing with @storybook/addon-a11y
- ○E2E test coverage for core user workflows
- ○UI package extraction — full @protolabsai/ui library
Multi-Project Workspaces
First-class support for managing multiple projects with shared agents, cross-project dependencies, and unified dashboards.
- ○Project switcher with workspace-level settings
- ○Cross-project dependency tracking and resolution
- ○Unified analytics dashboard across all projects
- ○Shared agent templates and context files
- ○Real-time presence detection across desktop and web