# AI-Native SDLC Maturity Matrix

> An opinionated map of AI-native software delivery. Four perspectives (Development, Delivery, Infrastructure, Organization), 16 areas, 5 maturity levels (Ad-hoc to Autonomous), 240 practice guides. Built from real engineering engagements at VirtusLab.

Most teams stall at Level 2 and conclude AI doesn't work. It works great - at Level 4. This site is the map.

## How to use this site as an agent

Two MCP servers are exposed. Prefer them over scraping HTML.

- POST `/api/mcp/matrix` - perspectives, areas, levels, must/should gates, 240 practice guides, recommendations engine
- POST `/api/mcp/radar` - live feed of AI engineering articles classified against the matrix taxonomy

Discovery files:
- `/.well-known/mcp/server-card.json` - both MCP servers with tool descriptions
- `/.well-known/ai-agent.json` - agent card with capabilities
- `/.well-known/api-catalog` - RFC 9727 linkset of public resources
- `/.well-known/agent-skills/index.json` - curated multi-tool skills

## Core content

- [Matrix - Development](https://visdom-maturity-matrix.virtuslab.com/matrix/development): How developers work with AI day-to-day. Coding Agent Usage, Context Engineering, Code Review & Quality, Testing Strategy.
- [Matrix - Delivery](https://visdom-maturity-matrix.virtuslab.com/matrix/delivery): How we manage delivery in the age of agents. From human PR review to autonomous delivery pipeline.
- [Matrix - Infrastructure](https://visdom-maturity-matrix.virtuslab.com/matrix/infrastructure): The technical layer that enables (or blocks) agents. From shared Jenkins to ephemeral agent sandboxes.
- [Matrix - Organization](https://visdom-maturity-matrix.virtuslab.com/matrix/organization): How organizations adapt. From "buy licenses" to "agent fleet management".

## Workshops and reports

- [Workshop Assessment](https://visdom-maturity-matrix.virtuslab.com/workshop): Walk 16 areas, check criteria you actually have, find the level blocking your agents.
- [Workshop - Focus Mode](https://visdom-maturity-matrix.virtuslab.com/workshop/focus): Single-area focus walkthrough, mobile-friendly.

## Reference

- [Changelog](https://visdom-maturity-matrix.virtuslab.com/changelog): What changed in the matrix this month, across all four perspectives.
- [AI Radar](https://visdom-maturity-matrix.virtuslab.com/radar): Live feed of agentic-coding signals mapped to maturity perspectives.
- [Offer](https://visdom-maturity-matrix.virtuslab.com/offer): Outcome-based AI maturity consulting in three tiers (ASSESS, ACCELERATE, TRANSFORM).
- [Sitemap](https://visdom-maturity-matrix.virtuslab.com/sitemap.xml)

## Practice guides

240 guides under `/guides/{perspective}/{slug}`. Each maps to one matrix bullet and includes:
- What it looks like at that level
- Persona comments (engineering, productivity, staff)
- Getting-started steps
- Curated links

Use `list_guides` and `search_guides` on the matrix MCP to navigate.