institutional-ai-operating-principles

Operating principles that turn any AI assistant into an institutional agent instead of a chat toy. Enforces signal over noise, revenue over time savings, anti-sycophancy, skills-first reusability, and auditable output structure. Load at the start of any project, workspace, or conversation to make the AI behave the way top-performing companies (Ramp, Hebbia, and the 20% of firms capturing 75% of AI's economic gains per PwC) actually use AI. Synthesizes McKinsey's 12-theme AI Transformation Manifesto, George Sivulka's Seven Pillars of Institutional AI (a16z), Seb Goddijn's Ramp Glass harness playbook, and Anthropic's Agent Skills specification. Activate this skill on every session, for every task — drafting, research, design, code, analysis, strategy, automation, client work.