Toppe//Digital is an open knowledge base and community for people building with AI — practical design patterns, hard-won best practices, and field notes from real work. No pitch. Just what works, shared as it's learned.
Toppe//Digital is a growing library of design patterns, best practices, and field notes for transformation to AI Native Organizations. This includes holistic thinking from business strategy, operating model, downright to technology, security, and architecture.
It's an open, opinionated resource and a community to learn alongside. No sales pitch, no gatekeeping — just practical knowledge shared as it's earned.
Fresh thinking on design patterns, best practices, and what actually works when building with AI.
A vendor-neutral reference architecture for building governed, production-grade agentic systems: five capability layers, an A→B→C operating-model maturity path, a build-vs-buy decision rule, and the design principles that separate real transformation from AI theater.
A system for preventing drift in a growing agentic codebase
Jack Dorsey just cut Block's workforce in half — not because the business is struggling, but because Goose, their internal AI agent platform, made 6,000 people as productive as 10,000. Stock up 24%. Meanwhile, OpenClaw hit 234K GitHub stars in three months. TinyClaw recreated it in 400 lines of code. NullClaw runs on a 678KB binary. The developer community isn't debating whether multi-agent orchestration works anymore. The OpenClawification of the enterprise is coming. Every knowledge-work function — finance, legal, marketing, operations, HR — is built on workflows that can be decomposed into orchestrated, autonomous agent workloads. The companies that figure this out will operate like Block. The ones that don't will be forced into it reactively, on someone else's terms. I wrote about what it actually takes: the org redesign, the three-pillar governance framework, the technical architecture, and the ethical weight of what this means for millions of white-collar workers.
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