Seed and Society | AI, Agents, and Automation

Makeda Boehm
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AI is moving at the speed of daily™. Makeda Boehm helps you understand what changed, why it matters, and what to do with it. Seed & Society® explores AI, agents, automation, Context Training™, digital workforces, business, careers, and the future of work through one question: how can this technology create more money, time, and options for more people? Makeda is a Strategic AI Advisor, bestselling author, keynote speaker, founder of Seed & Society®, and creator of Context Training™. She brings nearly two decades of workforce experience, $10 million in enterprise technology sales, and a background spanning the social sciences, business, and data science. Expect practical explanations, honest experiments from what she’s building, and a human perspective on the technology shaping how we work and live. Some episodes are delivered by Em Bee, Makeda’s professional AI voice, with every idea and final message directed and approved by Makeda.

  1. 4d ago

    What Not to Put in AI at Work: A Beginner's Data Safety Guide

    What should someone never paste into AI? Which account should a team use for business information? How do the same rules apply when you work with virtual assistants, freelancers, agencies, or contractors? Makeda Boehm explains shadow AI, the difference between privacy, security, and safety, and five practical rules for protecting customer, employee, contractor, and business information. In this episode: What shadow AI means and why leaders need to discuss it with the whole team How to decide whose information you have permission to use Why personal, free, and organization-managed AI accounts aren’t interchangeable A practical prompt for reviewing new terms, conditions, and privacy-policy updates How data minimization applies to AI tools, virtual assistants, and contractors Why reading, drafting, sending, publishing, buying, and deleting require different levels of permission How to make an AI system stop when important information is missing This episode draws from Chapter Six, “Set the Rules,” in Makeda’s book, *Context Training*. Bring a Context Training workshop to your organization: https://seedandsociety.com/speaking

  2. Sep 23

    ChatGPT Work vs Codex vs Claude Cowork: A Beginner's Guide

    ChatGPT Work, Codex, and Claude Cowork can create files, work across a browser and computer, and act inside a context-trained business system. I explain where regular chat and Projects fit, why I use Codex for about ninety-five percent of my business work, and how to measure whether the technology returned time or simply changed the work. You may already use ChatGPT or Claude and still wonder when to stay in chat, create a Project, or let an agent work across your files, browser, and computer. This episode gives you a beginner-friendly map for choosing the simplest environment that can carry the assignment safely. Context Training is how you teach AI enough about your world to make its work useful to you. It can begin with a few foundation documents and grow into a Business Brain with your worldview, examples, decisions, operating rules, and reusable skills. In this episode: What regular chat, Projects, ChatGPT Work, Codex, Claude Cowork, and Claude Code actually meanHow foundation documents differ from a full Business Brain containing hundreds or thousands of connected filesHow agents can use permitted browsers, apps, and computers to click, type, move files, and complete steps for youWhy I use Codex for about ninety-five percent of this kind of business workThe difference between time returned, capacity increased, and work displacedHow EverFreely is using Context Training to support recurring grant and speaking opportunity work Who this is for: founders, independent experts, professionals, and organizational leaders who want to move beyond isolated AI conversations without turning themselves into full-time technicians. Explore EverFreely™ and check the current beta status: https://seedandsociety.com/everfreely Read Context Training: Teach AI Your World So It Stops Guessing and Starts Working for You: https://seedandsociety.com/book

  3. Sep 16

    Who Gets to Compete in an AI-Native Economy?

    A free A.I. account won't close the next business access gap. The real divide is between businesses that can turn A.I. into operating capacity and those left with only a chat box. I build A.I. employees, and I've seen agents deployed inside some of the largest enterprises. They still require supervision, permissions, review, and people who can orchestrate the work. In this episode, I connect that reality to Dario Amodei's call to pace the A.I. frontier and explain why small businesses need access to the infrastructure around the models, not merely the models themselves. In this episode: What Dario Amodei means by pacing the A.I. frontierWhy agentic operations can become standard without becoming fully autonomousWhat an AI-native business is beyond purchasing Chat G.P.T. or ClaudeWhy the next competitive gap is infrastructure, not intelligenceHow small businesses can build one measurable agentic process nowWhat EverFreely is being built to do for grants, pitch competitions, speaking calls, podcast guest opportunities, and awards Who this is for: Small-business owners, independent experts, and organizational leaders who want A.I. to create real operating capacity without giving away human judgment. If you spend hours searching for grants, pitch competitions, speaking calls, podcast guest opportunities, or awards, then rebuilding the same story for every application, join the EverFreely™ research waitlist: https://seedandsociety.com/everfreely

  4. Sep 9

    How A.I. Compresses Time and Creates More Options

    You don’t need A.I. to help you fill every minute. You need it to shorten the distance between an idea and the resources, work, or opportunity on the other side. Context Training went from an idea to a published book in about sixty days, then reached number one in Amazon’s Document Management category on launch day. In this episode, I explain why that milestone matters to me, how A.I. compressed the work without removing my judgment, and why a saved hour should mean more than an efficiency metric. In this episode: Why roughly thirty thousand days and eighty summers frame my work with A.I.The difference between doing old steps faster and removing steps that no longer need to existHow Context Training moved from years of scattered thinking to a finished book in about sixty daysWhat the number-one category ranking proves and what it does notHow the same time-compression question connects Context Training to EverFreelyOne question for separating the work that needs your judgment from the work A.I. can carry Who this is for: Anyone who wants A.I. to return time to their life instead of helping them pack more work into it. Get Context Training: https://seedandsociety.com/book

  5. Sep 2

    A Free AI Account Is Not The Same As Access

    Powerful technology is not meaningful access when you cannot understand it, direct it, or judge what it produces. This episode gives you one grounded way to begin with a real result and keep your authority while you learn. Context Training™: the human skill of teaching A.I. your world so it can stop guessing and start doing useful work. Its four moves are: Say what you need. Show what matters. Check the work. Teach what it missed. In this episode:- The three layers of A.I. access: technology, learning, and agency- Why the $2.99 Kindle price is an access decision, including the difference between Kindle Unlimited reading and purchasing the DRM-free edition for EPUB or PDF download- How the four-move Context Training Loop helps people direct A.I. without surrendering their judgment- What the book's less-than-60-day path demonstrates about thinking agentically- How EverFreely™ is being built to apply Context Training to opportunity discovery and truthful applications- A one-question-at-a-time prompt for choosing one low-risk result and beginning today Who this is for: A professional, leader, educator, founder, or independent expert who knows A.I. is changing their field and wants a trustworthy place to begin. Context Training: Teach A.I. Your World So It Stops Guessing and Starts Working for You releases September 4. Buy the $2.99 Kindle edition at seedandsociety.com/book.

  6. Aug 26

    If A.I. Saves Time, Why Are You Still Rewriting Everything?

    If A.I. keeps giving you generic, inconsistent work, the problem may not be the tool or your prompt. It may be that the system still has to guess what matters to you. In this episode, I show you how Context Training helped turn years of source material, decisions, stories, standards, and corrections into a finished 34,407-word book in less than 60 days. The final word-by-word review took two days because the A.I. co-author already understood the assignment, not because human judgment was removed. You'll also learn the four-part Context Training Loop and complete a simple voice-memo exercise you can use with the A.I. tool you already have. In this episode, you'll learn: - Why a better prompt cannot replace a shared foundation - How to get A.I. closer to your real voice, priorities, and standards - What belongs in your foundation, a reusable Skill, and today's prompt - How to use one voice memo to create a stronger first result - Why correcting the source is more useful than fixing the same output repeatedly - How portable context lets you change A.I. tools without rebuilding your work - What human authorship and responsibility look like in an A.I.-supported book Try the exercise with one low-stakes task: say what you need, show what matters, check the first result, and save one correction that should guide the next attempt. New podcast episodes publish every Wednesday. The newsletter continues every Sunday with a practical way to use the week's idea. Preorder Context Training: Teach A.I. Your World So It Stops Guessing and Starts Working for You: https://www.amazon.com/dp/B0HC5FM7DL Join the Seed & Society newsletter: https://seedandsociety.com/newsletter

  7. Aug 19

    Just Because You Can Doesn't Mean You Should

    A.I. can help you publish, automate, and build more than ever. Every new output can also create more work to review, maintain, support, and improve. At some point, you have to decide whether everything you can make deserves a place in your life. This episode gives you a practical way to make that decision. You'll learn how to separate a clear yes from an honest not yet, use evidence to find what is actually moving the needle, and protect your best work from competing with everything technology made possible. You'll also hear how Context Training™ powers EverFreely™, an app being built to help you find opportunities that can create revenue. Some provide direct dollars through grants and other funding. Others generate leads and new business through speaking, podcasts, press, bylines, awards, and fellowships. For professionals, those opportunities can also help you build thought leadership, executive presence, and a personal brand that travels beyond one role or employer. That portable body of work can strengthen your career now while creating more options for whatever comes next. In this episode, you'll learn: - How to decide whether an A.I.-enabled idea deserves a yes, a no, or a not yet - Why the first output may be fast while the full life of the work still costs you time - How to recognize when more teaching has become information overload - What to measure over thirty days before deciding what is actually useful - Why owning your context shouldn't require becoming your own software engineer - How EverFreely is being designed to find revenue opportunities that fit your real experience - How speaking, podcasts, press, and other visibility opportunities can create qualified leads - Why thought leadership and a personal brand can become career infrastructure and a retirement plan - How visible proof of your expertise can strengthen job-market competitiveness and executive presence EverFreely™ is being built for independent experts pursuing revenue and professionals building thought leadership, visibility, and portable career options. Join the waitlist to be one of the first to know when it launches. Who this is for: anyone who wants A.I. to create more money, more time, and more options without filling their life with more work than the result is worth. New podcast episodes publish every Wednesday. The newsletter continues every Sunday. Join the EverFreely™ waitlist: seedandsociety.com/everfreely Preorder Context Training: Teach A.I. Your World So It Stops Guessing and Starts Working for You: https://www.amazon.com/dp/B0HC5FM7DL

  8. Aug 13

    The Box Almost Nobody Fills In

    The one action: open the custom instructions box in the A.I. you use most and cover five durable things. What you're optimizing for, how to talk to you with a test attached, where the truth lives, what it can and can't change, and when to stop and come back to you. Then rerun something you already asked this week and read the two answers side by side. Context Training in its smallest form: teaching A.I. the world it needs to understand before it does the work. This box is the first inch of it, it's free, and it's the difference between a tool that guesses at the top of every chat and one that starts from you. What stays out of that box: the launch, the client, the quarter, this week's deck. That's project context, and it belongs in its own container. The five, all durable, none of them biography:- What you're optimizing for, the goal every answer gets judged against- How you want it to talk to you, and give it a test, not an adjective- Where the truth lives, and what to read first, so it stops inventing what it could look up- What it can change and what it can't, with the reason attached- When to stop and come back to you, the moments you'd rather it halt than confidently keep going Who this is for: anyone who still re-explains themselves at the top of every conversation and is tired of paying that tax. Get the template, a filled example for every line, what to keep out of the box, and where the box is hiding in ChatGPT, Claude, and Gemini: seedandsociety.com/context. You'll get every week's action in your inbox too.

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AI is moving at the speed of daily™. Makeda Boehm helps you understand what changed, why it matters, and what to do with it. Seed & Society® explores AI, agents, automation, Context Training™, digital workforces, business, careers, and the future of work through one question: how can this technology create more money, time, and options for more people? Makeda is a Strategic AI Advisor, bestselling author, keynote speaker, founder of Seed & Society®, and creator of Context Training™. She brings nearly two decades of workforce experience, $10 million in enterprise technology sales, and a background spanning the social sciences, business, and data science. Expect practical explanations, honest experiments from what she’s building, and a human perspective on the technology shaping how we work and live. Some episodes are delivered by Em Bee, Makeda’s professional AI voice, with every idea and final message directed and approved by Makeda.

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