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...agents hands Memory — what agents remember Multi-agent systems Governance — controlling agents The agent architecture in one diagram Cheat sheet The shift from automation to agency A chatbot answers your question....

...escalation, and review When not to automate decisions Designing accountable workflows Building an approval architecture The oversight model in one diagram Cheat sheet Before we start — the oversight mistake everyone...

...watched senior engineers use this to understand legal clauses, lawyers use it to understand technical architecture, and ten-year-olds use it to understand why the sky is blue. The same tool, the same capability,...

...inventing what it cannot support. In other words, a lot of apparent intelligence is really good information architecture. That is why knowledge systems deserve their own training topic. They are one of the least...

...organisation into a third-party system. The security of that data depends entirely on the agreement and architecture in place — not on trust. Four questions to answer for every AI tool: where is the data processed...

...capability decisions. A platform choice influences workflow design, governance posture, integration architecture, user habits, and future switching costs. In other words, you are rarely buying only a tool....

...differently? The value drivers What decisions will we make differently? The data and AI priorities The vision architecture has four layers: business vision (what does the business need to become?), AI vision (what...

...production Content moderation, search Video generation Early (Sora, Runway) Content creation, simulation The architecture underneath: a multimodal encoder converts all inputs — text, image, audio — to a shared...