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A field manual for modern product engineering.

Working models, interactive tools, AI prompts, and hands-on workshops for people building orgs that deliver on outcomes and adapt quickly.

What brought you here today?

Problems and Opportunities

AI Without ROI

AI feels like noise, not leverage — scattered usage, no compounding.

Costly Tech Debt

Technical debt is swallowing the roadmap and every refactor feels like a fight.

Investing in Developer Experience

Engineering spend keeps climbing, your engineers say everything is friction, and nobody can prove where the friction actually is.

Lots of Features, Little Impact

You're shipping constantly and nothing is changing. The roadmap is full, the release notes are long, and the metrics haven't moved.

Slow to Adapt

The system can't respond to change fast enough to matter.

Slow, Siloed Teams

Teams are slow, siloed, or stepping on each other, and coordination is eating the day.

Stalled Change

Change efforts keep stalling because leadership isn't aligned on what change looks like.

A field manual your AI can read

Connect any MCP client and your assistant searches the collection, pulls in a concept, and follows links mid-conversation, grounded in working models instead of guesses.

Add to Claude (opens claude.ai in a new tab)claude mcp add --transport http --scope user nerdy https://nerdnoir.ai/api/mcpAdd to Cursor (hands off to the Cursor app)

The Cursor button hands off to the app (if nothing happens, it is not installed). Claude Desktop and ChatGPT need a few manual steps; the setup guide covers both. Requires a free nerdnoir.ai account, and your client prompts you to sign in once.

Explore by Topic

Concepts

Curated concepts, models, and frameworks spanning essential domains in contemporary product engineering -- AI, product, engineering, workflow, organizational design, and change management.

Tools & Practices

Practices, techniques, and interactive exploration tools for more effective product engineering, leadership, and strategy.

Workshops

Our workshops curate and reference the topics on this site into hands-on sessions where attendees apply them to their real problems and opportunities.

Resources

Original templates, tools, playbooks, and guides that help implement the concepts and practices detailed on this site.

Case Studies

Real-world results with quantified outcomes showing how we've applied knowledge to organizational and team opportunities.

Sources

Referenced works — books, papers, articles, and talks that inform our POV.