Frameworks

Named models and lenses I use to analyze how AI reshapes knowledge work. Each framework captures a specific argument and provides a tool for thinking about enterprise AI strategy.

The 7-stage roadmap for human-AI collaboration From "prompt and paste" to AI-orchestrated work—seven stages mapping how AI enters knowledge work, and what enterprises need to prepare for at each one. knowledge-workai-agentshuman-ai-collaborationenterprise-ai The bitter lesson of workplace AI Simple, worker-driven AI adoption beats elaborate IT-engineered solutions. Every time. The endgame is more radical than most enterprises expect. enterprise-aiworker-led-adoptiongovernanceshadow-ai The factory electrification analogy Early factories wired electric motors to the same belt-drive shafts. It took 30 years to redesign around electricity. AI adoption is following the same arc. enterprise-aidigital-transformationinfrastructure The cognitive stack The enterprise AI industry is spending billions on the wrong layers. A five-layer model showing where the real transformation lives. cognitive-stackagentsdelegationclaws The five levels of AI in knowledge work As AI handles more production work, the human role shifts from doing to directing to verifying. Five levels mapping that evolution. knowledge-workhuman-ai-collaborationgovernancesecond-brain The invisible 80% of knowledge work The 80% of knowledge work that only the worker can see is exactly the 80% that corporate AI cannot touch. That is why worker-led AI wins. knowledge-workworker-led-adoptionenterprise-aisecond-brain The post-application era Software creation costs are approaching zero. The application layer that defined enterprise IT for 30 years is collapsing. What replaces it changes everything. enterprise-aigovernancepost-applicationmcp Subscribable brains Stop publishing content. Start publishing your structured knowledge repo—and let subscribers integrate your expertise into their own AI systems. second-braincreator-economymcpknowledge-work The workspace as control plane AI is showing up everywhere—in apps, browsers, OS, standalone tools. The only place you can govern all of it consistently is the workspace layer. governanceenterprise-aisecurityworkspace

These frameworks are part of brianmadden.ai, my AI-native knowledge module. View on GitHub.