Leveling Up with Eric Siu

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Eric breaks down Claude's new "Claude Tags" feature, which lets Claude join Slack as a shared teammate that follows threads, remembers context, connects to your tools, and executes work asynchronously. He argues this is a Trojan horse, not because Anthropic is evil, but because the incentives create deep lock-in: usage-based pricing that compounds, and tacit company knowledge that gets trapped in memories your team can't see or edit. The episode covers the security risks of Claude accessing private channels, why your company brain should live on your own infrastructure (like Single Brain), and a practical seven-step checklist for rolling out shared AI agents the right way.

Key takeaways
◾Shared AI coworkers create knowledge lock-in, not just model lock-in
◾Your company memory and governance should live on infrastructure you control
◾Roll out AI agents team-by-team starting with high-value workflows

Chapters
00:00 Claude Tags and why business should pay attention
01:30 Multiplayer vs single-player AI
02:30 Company brain as an operating layer
03:30 Token-based pricing and model limits
04:30 The risks: pricing, lock-in, and security
06:00 Single Brain for managed company brains
07:30 Access control and prompt injection concerns
09:00 Why Claude Tags is a Trojan horse
11:00 Owning your infrastructure with Nemo Claw and Hermes
13:00 Practical checklist: workflows, connectors, and memory
17:00 Permissions, model routing, and cost control
20:00 Real examples: content machine, outreach, and client sentiment

𝗔𝗕𝗢𝗨𝗧 𝗧𝗛𝗘 𝗖𝗛𝗔𝗡𝗡𝗘𝗟
Welcome to Marketing School, one of the top business podcasts with over 61 million downloads. Each episode delivers actionable marketing tips and strategies from two entrepreneurs who truly practice what they preach. The show is hosted by Eric Siu, founder of Leveling Up and Single Grain, and Neil Patel, co-founder of Neil Patel Digital and recognized by Forbes as a Top 10 Marketer.

🎙️ Learn More About the Hosts
Eric Siu – Leveling Up: https://www.youtube.com/@LevelingUpOfficial
Neil Patel: https://www.youtube.com/@neilpatel

📩 Free Resources
Ubersuggest: https://www.ubersuggest.com/
Answer The Public: https://www.answerthepublic.com/

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Everybody technical is talking about loops right now. But almost nobody is asking the real question: how do you apply loops to your business if you're a founder, operator, or marketing leader instead of an engineer?

Chapters:
00:00 Why Everyone Is Talking About Loops
00:55 Applying Loops To Business
01:46 The Old Way: Prompting & Chatting
03:27 The Four Traps Of Demonstration Mode
05:20 Build, Measure, Escalate
07:53 The Pre-Meeting Context Filler
09:44 The Resolver Loop
11:26 Not Everything Should Be A Loop
12:46 The Build-Measure-Escalate Worksheet
14:05 The EO/SEO Content Operating System
15:28 Defining Your Definition Of Done
16:10 The Loop Is Only Real With Receipts

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Most companies try to hire their way to more A players. I built a system that mints them instead.

In this video, I break down the three-part combo we use to reliably create A players inside our organization: skills, evals, and loops. This is the same framework we run in our six-week "pod of one" apprenticeship, where one person learns to do the work of four, five, or even ten roles by leveraging AI.

Here's what I cover:

⬛ How services-as-software changes the math on labor hours and revenue per employee
⬛ What a skill actually is, and why it beats traditional processes nobody uses
⬛ How to build evals so you can prove a skill is good without trusting the vibes
⬛ How to chain skills into loops that kill your biggest weekly bottleneck
⬛ The exact run of show for our apprenticeship that you can steal and skillify yourself

If you're a founder or operator, you have the invisible hammer to make this happen across your team. This is how you create predictability and reliability when it comes to minting A players.

Chapters:
00:00 The Three-Part Combo
00:43 Services as Software Explained
01:44 The Skills Dojo
02:39 The Six-Week Apprenticeship
03:53 Defining Success and Done
04:38 What a Skill Actually Is
06:07 Why Single Brain Ties It Together
06:43 Skills as the Intention Behind Process
08:19 What an Eval Is and Why You Need One
09:07 What a Good Eval Looks Like
10:14 Chaining Skills Into Loops
11:54 Who Belongs in the Room
12:39 Skillify This Video Yourself
13:11 The Founder's Invisible Hammer

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Most people are buying AI backwards. They stack up copilots, agents, and a pile of tools that never talk to each other, then wonder why nothing actually compounds. The piece almost everyone is missing is a company brain: one unified intelligence that connects every tool, call, and document so your agents and your team can finally execute as one.

In this video I show you exactly how we built ours at Single Grain, running on 500,000 tokens of persistent memory, 90+ daily crons, and 2,800 sales-call transcripts turned into operational playbooks. Then I break the whole thing down as a stack you can build yourself: capture, retrieval, source of truth, permissioning, feedback loops, and execution. Get these layers right and the system learns, protects, and compounds, which is how one person ends up doing the work of ten and the revenue follows.

Chapters
00:00 Why Most People Buy AI Backwards
01:43 Inside Single Grain's Company Brain
02:47 The Execution Architecture in Layers
03:38 Layer 1: Capture Everything
04:10 Why Compounding Wins
04:30 Layer 2: Retrieval
05:13 Layer 3: Source of Truth
06:45 Layer 4: Permissioning
07:14 Layer 5: Feedback Loops
07:55 Broken vs Working, Layer by Layer
09:45 Layer 6: Execution

How to Connect
IG: / ericosiu
X: / ericosiu

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Everyone is obsessing over Opus 4.8 right now, but Codex is quietly making me serious money. In this video I walk through six ways I am actually using Codex inside my business today, from spinning up custom ad creative for every single prospect to a multi-threaded recruiting machine, an internal skills marketplace, and a Dream 100 revenue command center.

None of this is theory. These agents are running live in my company while I record, some of them for days at a time. If you are a founder or operator, the takeaway is simple: the people who learn how to do this first are the ones who pull ahead. It all comes down to your relationship with learning and change.

Chapters
00:00 Why Codex Is Printing Money Right Now
00:21 #1 Picasso: Ad Creative at Scale for Outbound
02:35 #2 Running Codex With Hermes (Autonomous Agents)
03:19 #3 A Multi-Threaded AI Recruiting Machine
05:59 #4 The Skills Dojo: A Skills Marketplace for Your Team
08:05 #5 TerraMind: An Agent That Watches and Skillifies Your Work
10:00 #6 The Dream 100 Revenue Command Center
11:27 Bonus: Build Your Own Lead-Gen Engine

How to Connect
IG: / ericosiu
X: / ericosiu

👉 Single Brain - Revenue agents to scale faster using our unified intelligence layer. https://www.singlebrain.com
👉 Single Grain - AI marketing firm https://www.singlegrain.com
👉 Get 25k Words of AI-Powered SEO Content: https://clickflow.com/
👉 Growth Newsletter for top marketers: https://levelingup.beehiiv.com/subscribe