Floor 2 · Read
The Classroom
Lessons in writing, and the free classes.
Looking for the videos? They moved to the Studio.
Free to read
Lessons
From the show6
Curation Is the New AuthorshipGenerating a hundred versions is cheap now. The value moved to deciding which one survives, and proving you chose.ZoraAug 27, 2026How to Disclose AI ContentDisclosure costs less than people expect. LinkedIn suggests it, YouTube requires it for real people. Say it before anyone asks.GraceAug 27, 2026An Hour Saved Is Not an Hour GainedEvery agent report says it ran and saved time. None say whether anything got better. Deciding where the hour goes is still yours.KatherineAug 27, 2026What Is AI Slop, Actually?Slop is sameness, not volume. Fixable by deciding something different each time, not by posting less.MayaAug 27, 2026Why AI Channels Get RemovedIn January, eleven AI channels were deleted from YouTube. None of them lost it for using AI. They lost it for five specific things, and the list is public.JoAug 27, 2026Why AI Content Gets No ReachA platform reads whether the writing sounds like you, not which app you used to write it.JoAug 27, 2026What Are AI Agent Guardrails? The Thing It Won't DoA guardrail is not what an agent cannot do. It is what it will not do while it is perfectly able to. The difference between a guardrail and a limitation, where the line gets written, and why the good ones name a human.GraceAug 18, 2026Are AI Agents Worth It? The Honest AnswerSome jobs yes, some jobs no, and the difference is not obvious in advance. What agents can tell you about their own work, what they can't, and why the last judgment is a human one.KatherineAug 18, 2026Why Does AI Make Things Up? Hallucination, Explained PlainlyA hallucination isn't a lie, because lying needs intent. It's a pattern being completed. Why the invented detail always sounds excellent, why the agent can't flag it, and what that means for who checks the work.GraceAug 18, 2026What Is Prompt Injection? When Your AI Agent Gets Talked Into ItPrompt injection isn't breaking into a system. It's talking to one. To an agent, text is text, and an instruction hidden in an email it was told to read looks exactly like an instruction from you.GraceAug 18, 2026Three Ways to Spot an AI VideoAI video and voice are good enough that guessing no longer works. Watch the mouth, listen for the breath, and check the hands.JoAug 4, 2026UGC No Longer Proves a Human Made ItUGC used to mean a real customer posting a real review. Now it's a look anyone can produce, some of it AI end to end. Homemade stopped being evidence.JoAug 4, 2026Human in the Loop vs On the Loop vs Out of the LoopIn the loop means a person approves every output. On the loop means a person watches it run. Out of the loop means unattended. How to pick the right one per workflow.Ava IdrisAug 1, 2026How to Manage AI Agents Like an ExecutiveThe real unlock in agent orchestration isn't directing every agent's every move, it's delegating the orchestration itself and reviewing outcomes like an executive.Nina ThomasJul 10, 2026What Is Human-in-the-Loop (HITL) in AI?Human-in-the-loop means AI systems always include checkpoints where people validate, adjust, or decide. Here's why that matters for governance, trust, and the jobs of the future.Ava IdrisSep 29, 2025What Is AI Governance, and Why Does It Matter?AI governance is a framework of policies, oversight, and practices that ensure AI is ethical, compliant, and trustworthy. Learn how to build trust in regulated industries.Ava IdrisSep 26, 2025AI Transformation Strategy: From Pilots to ScaleMoving from pilots and experiments to enterprise-wide AI adoption with measurable outcomes. Strategy, governance, HITL, and change management.Ava IdrisSep 26, 2025
Claude20
What to Learn About AI AgentsYou drive every day and have never rebuilt an engine. Same with agents. Three things are worth learning, none about the model.AdaAug 27, 2026What Is AI Agent Context? Why Your AI Sounds Like Everyone ElseAn agent with no context does not write like you. It writes like the average of everyone, because that is the only thing it was given. What context actually is, what belongs in it, and why generic output is a supply problem rather than a model problem.AdaAug 18, 2026What Do AI Agents Actually Cost? Reading the BillCost isn't per agent, it's per run and per token. Which means the expensive line is rarely the thing you meant to automate. It's the small job you forgot is running eleven hundred times a day.KatherineAug 18, 2026What Is an AI Agent Handoff? A Folder Isn't a HandoffWork between agents doesn't flow downhill on its own. A handoff needs a named receiver and a signal, or the finished thing sits in a place nobody is watching. What a real handoff contains and how work goes missing without one.Ava IdrisAug 18, 2026What Are AI Agent Skills? The Third Time You AskA skill is a procedure an agent writes down once and reuses, instead of working the same job out from scratch every time. The third identical request is the signal. What a skill is, when to make one, and why it is not the same as a prompt you saved.AdaAug 18, 2026What Is a Knowledge Base for AI? Two Agents, Two AnswersWhen two agents answer the same question differently and both sound certain, the problem isn't the agents. It's that they read different things. What a knowledge base is, why a folder isn't one, and what it costs to skip.AdaAug 18, 2026What Is a Multi-Agent System? When One Agent Isn't EnoughOne agent doing five jobs isn't efficient, it's understaffed. What a multi-agent system actually is, why it's a staffing decision rather than a technical one, and the signal that tells you it's time.Ava IdrisAug 18, 2026What Is MCP? How AI Agents Actually Reach Your AppsA login is built for a person with hands, eyes and a screen. An agent has none of those. MCP is the standard socket that lets an agent plug into an app directly, and it's the difference between a tool and a screenshot.CJAug 18, 2026Agent Instructions: What They Are, and Why an Agent Does Nothing Without ThemInstructions are where you say what you actually want done. Without them an agent has access to everything and no reason to touch any of it. Where instructions live, what they need to contain, and why having them does not by itself make something an agent.AdaAug 5, 2026Giving an Agent Hands: What Tools Actually ChangeAn agent with no tools can only talk. Tools are access to the calendar, the files, the inbox, whatever the job needs. It is the line between advice and action, and it is where the real risk lives.Ava IdrisAug 5, 2026Triggers: What Starts an Agent When You Don'tA trigger is what starts the work without you typing anything. It is the actual line between using a convenient tool and having something work for you, and it is the piece most people skip.Ava IdrisAug 5, 2026ITT: Instructions, Tools, TriggersNina's test for whether something is actually an agent. Three parts, about a minute to apply, and it tells you more than the product demo will.Ava IdrisAug 4, 2026Orchestration, Explained Without the BuzzwordOrchestration means someone or something decides which agent or tool handles which part of a job. Without it you have a pile of tools that don't talk to each other. The real shift is when the routing decision stops being yours.Ava IdrisAug 4, 2026Real AI Agent or Just a Wrapper?Three questions settle it before you pay agent prices for prompt value. Calling something a wrapper isn't an insult, it's accurate.Ava IdrisAug 4, 2026What Is an AI Agent? Plainly, and Without the HypeNot a chatbot, not an automation, not a clever prompt. What the word actually means, how it differs from the things it gets confused with, and the three-part test for checking a claim.Ava IdrisAug 4, 2026Netlify Rebuilt Its Platform Around AI AgentsNetlify shipped a major update built around AI agents: Functions redesigned for Agent Experience, an open benchmark called AXIS, and Claude Opus 4.8 live in its AI Gateway. Here's what it means if you're building with Claude.CJJul 16, 2026Why Micromanaging Claude Holds You BackMost people fail with Claude because they treat it like a vending machine for tiny tasks instead of giving it a real goal and letting it work.Nina ThomasJul 10, 2026The Most Common Mistakes People Make With ClaudeThe same mistake keeps showing up in room after room: something pretty that solves today's problem and nothing built to hold up past it.BessieJul 10, 2026How to Manage AI Agents Like an ExecutiveThe real unlock in agent orchestration isn't directing every agent's every move, it's delegating the orchestration itself and reviewing outcomes like an executive.Nina ThomasJul 10, 2026Claude Team vs Enterprise, for a 15-person teamMost teams under 20 to 30 people don't need Enterprise. The real difference isn't the price, it's what happens to your data and who controls it. Here's how to actually decide.BessieJul 3, 2026
AI Agents When You're AloneA big company hands an agent what's expensive. Alone, you hand it what stops the moment you stop, and that's a different job.Ava IdrisAug 27, 2026Curation Is the New AuthorshipGenerating a hundred versions is cheap now. The value moved to deciding which one survives, and proving you chose.ZoraAug 27, 2026How to Check AI Agent WorkChecking an agent's work is a skill, not a formality. Pick the one thing that would be obviously wrong and check only that.AdaAug 27, 2026Is AI Content Plagiarism?Summarizing isn't stealing. Three things move a piece across the line: attribution, addition, and verification.ZoraAug 27, 2026An Hour Saved Is Not an Hour GainedEvery agent report says it ran and saved time. None say whether anything got better. Deciding where the hour goes is still yours.KatherineAug 27, 2026What AI Video Actually CostsNobody breaks out the real bill. Ours: 456 credits for a season, mistakes included. Making it was never the expensive part.KatherineAug 27, 2026What to Learn About AI AgentsYou drive every day and have never rebuilt an engine. Same with agents. Three things are worth learning, none about the model.AdaAug 27, 2026Why Is My AI Agent Not Working?Check it in order: did it start, did access change, did the input change shape, is it doing exactly what you asked.CJAug 27, 2026Where to Start With AI Agents: Pick One Real JobNot a framework, not a whole system. One job, clear instructions, the one tool it needs, and a trigger so it runs without you. Then watch it before you trust it with more.Ava IdrisAug 5, 2026Can Your Brand Have an AI Persona?Brands used to need a human face. Now one can have an AI persona with a name and a voice. It doesn't replace the founder, it removes the ceiling.JoAug 5, 2026Automation or AI Agent? Which You NeedPeople use these as the same word, then get surprised by what they bought. An automation runs one fixed path. An agent gets a goal and works out the steps.Ava IdrisAug 4, 2026Do It Twice, Then Make It a SystemOnce is a task. Twice is a pattern. The third time, stop and write the steps down instead. You need three things first, and none of them is software.AdaAug 4, 2026Ask Your AI to Show Its Work, Not Just Do ItAI work is invisible, which is why it feels out of control. Ask the agent to show you the work, not just do it, and the whole thing becomes something you can actually manage.AdaAug 4, 2026What Is an AI Chief of Staff?Not an executive assistant with a chatbot attached. It routes work to the right place at the right time, and catches what falls through the cracks.Ava IdrisAug 4, 2026What Is a Second Brain? A Coat Check for Your IdeasThe term is oversold, which puts people off before they try it. Your first brain has ideas and is bad at holding them. A second brain is just somewhere outside your head where they live.Ava IdrisAug 4, 2026How I Use Voice Notes and Brain Dumps to ThinkMy process is audio first, not outline first, and forcing myself into the standard advice would have broken the way I actually work.Nina ThomasJul 10, 2026What Is Answer Engine Optimization (AEO)?AEO is about structuring your content so AI tools like Google AI, Alexa, and Copilot can find, understand, and cite you as the trusted answer.MiriApr 1, 2025
· 51 entries ·






