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Thinking in public.

Perspectives on AI strategy in knowledge work. What works, what doesn't, and what to try first.

Where Design Knowledge Goes to Die (And How to Stop It)

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Pain-point post for design firms on knowledge loss, precedent retrieval, and workflow-embedded context capture.

Mellisa Waltzer 7 min read Read

The Boutique Firm Growth Trap - When "Everyone Does Everything" Stops Working

Pain-point post for boutique planning firms on separating expertise work from repeatable deliverable assembly.

Mellisa Waltzer 6 min read Read

Before You Hire Another Project Coordinator, Read This

Wedge post for architecture firms arguing that recurring construction administration coordination should be treated as workflow infrastructure before adding headcount.

Mellisa Waltzer 6 min read Read

Stop Buying Generic Chatbots

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Positioning post explaining what buyers should ask for instead of generic assistant bolt-ons.

Mellisa Waltzer 6 min read Read

The Specification Problem

Organizations overestimate what AI can intuit and underestimate what it can produce when properly directed. The gap between those two things is where most AI initiatives go to quietly die.

Mellisa Waltzer 8 min read Read

The Capacity Problem

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Ninety-five percent of enterprise AI pilots never reach production. The failure isn't technical. It's that most organizations lack the thinking infrastructure AI actually requires.

Mellisa Waltzer 10 min read Read

The Tool Problem

Knowledge organizations have spent two decades solving problems by buying software. AI doesn't work that way.

Mellisa Waltzer 4 min read Read

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