The open operating system for building an AI-native company: a Handbook, a Dictionary, and AI skills, flows, loops, and advisor agents spanning the whole arc - frame, architect, build, trust, ship, grow, defend.
Theme-agnostic.
Skills 25 in the Claude listing
Agentic build loop Use when a founder says "how do I actually build this", "Claude Code/Codex/Cursor keeps making a mess", "the agent wrote spaghetti", "it passed but I don't trust it", "I'm just vibe-coding", "the agen Ai assisted sales Use when a founder is stuck in pilot purgatory, when deals go quiet after a thrilled champion says yes, when they say "the pilot stalled", "they loved the demo but procurement went dark", "how do I ge Apply ai native models Use when a founder faces a hard, consequential call and is about to guess - build-or-buy, what to ship, whether to automate something irreversible, whether a slick demo proves anything - or says "shou Architect before code Use when a founder says "let's start building", "what's the architecture", "should I just prototype this", "the codebase is a mess", "the AI keeps building a different thing each time", "it worked at Capture learning Cognitive architecture review Use when an AI system already exists or is half-designed and you need to judge whether it is AI-native or a dressed-up wrapper. Compliance readiness Customer discovery that doesnt lie Use when a founder is running customer interviews and wants the truth, not applause - when they say "everyone loves it", "I talked to fifteen people and they're all interested", "how do I validate thi Design a loop Use when a founder wants to automate a recurring agentic task and is moving from prompting to system design - when they say "should I set up a loop", "automate this with agents", "run this nightly", " Design the mva Eval and safety harness Use when a founder says "is this safe to ship", "it hallucinated to a customer", "it made up a citation", "we need clinical/food-safety/financial guardrails", "how do I evaluate this", "the demo worke Frame the hypothesis Use when a founder has a vague AI idea and needs to sharpen it into one falsifiable bet before building - when they say "is this worth building", "how do I validate this", "I have an idea for an AI pr Gateway agent ops Use when one agent is trying to do every operational job and it is drifting, getting confused, or running up a bill - when the founder says "my agent does everything", "it routed a refund through the Geo content Hypothesis mining Map the terrain Use when a founder needs the market, competitor, and regulatory terrain mapped before building - when they say "who are my competitors", "what's the regulatory path", "how long is EFSA or Novel Foods Measure ai native pmf Moat strategy Use when a founder needs to know what actually defends the company once building is free - when they say "what's my moat", "a competitor could clone this in a weekend", "is my data a moat", "we collec Pay down agentic debt Use when an agent-built codebase has grown faster than anyone understands it and every change feels risky - when they say "the codebase is a mess", "I'm scared to touch this", "one fix broke three oth Red team the agent Secure the connectors Self healing fallbacks Use when an AI workflow has to survive a model that fails, stalls, or answers with low confidence instead of shipping a confident wrong answer - when they say "what happens when the model is down", "i Share of model audit Use when a founder needs to know how often the AI engines name them versus rivals for the questions buyers actually ask, when they say "measure my Share of Model", "do ChatGPT and Perplexity cite us", Start here Use when a founder is unsure where to begin or what to do next on an AI build - when they say "where do I start", "I want to build with AI", "is my idea AI-native or a wrapper", "what's the next step" Write the claude md Use when an agent keeps relearning the codebase from a blank page every session and getting it confidently wrong.