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42 contributions to Clief Notes
10h •
TokenMaxxing: The Fix For AI's Spending Problem Is Not Good For OpenAI And Anthropic
This already in mainstream news says alot: "A new discipline called model routing is taking hold, sending hard tasks to expensive frontier models and easy ones to cheaper, faster alternatives. It can cut AI bills dramatically. But it also means OpenAI and Anthropic stop getting paid for every task, which complicates the IPO story both are built on." A lot of people are worried about AI valuations, IPOs, model routing, token costs, and whether the AI bubble will burst. Maybe it will, maybe it won't. I think we're asking the wrong question. The real question is whether intelligence is becoming abundant, which seems obvious. History shows that when a powerful resource becomes cheaper, people don't use less, they use exponentially more. Computing got cheaper and we built the internet. Storage got cheaper and we stored everything. Bandwidth got cheaper and we streamed everything. Intelligence is getting cheaper, so we'll use it everywhere. Model routing, if anything, it's a sign the industry is maturing. Whether the future belongs to GPT, Claude, Gemini, open source, or something we haven't seen yet, the biggest opportunity won't be in the models themselves but in the systems built around them: ICM, knowledge vaults, agent networks, workflows, governance, context, orchestration, and execution. The people (especially everyone in here learning ICM) who learn how to organize intelligence will likely create more value than the people just consuming. So if you're building skills, systems, agents, GTM/RevOps systems, businesses, or operating frameworks today, don't get distracted by every headline about these $1Trillion valuations or bubbles. Keep building. If the bubble expands, you'll benefit. If the bubble bursts, the skills, systems, and knowledge you've built will still be there, and that's the part nobody can take away. Having our own structurs, scaffolding, or architecture is far more valuable over time. It's also recession proof.
0 likes • 9h
have you guys seen this post by Michael Burry? https://michaeljburry.substack.com/p/short-thoughts-may-29-2026
0 likes • 9h
@Matthew McAvoy It is, it's mindboggling!
Apr 4 •
🏁 The Archive 3.4 Check-In
Vote below, then tell us in the comments: where are you with computational orchestration right now?
Poll
84 members have voted
0 likes • 10h
In GTM and Revenue Operations I am working on the hand offs between Marketing, Sales, Operations, and Customer Support. I think fundamentally, in business this is where AI can have the most impact through orchestration. A lot of companies are thinking too broadly about how to deploy AI. They'd be better off looking at their Source of Truth, the Data, and CRM, and mapping out the Revenue System. Then strategically integrating AI at bottlenecks or chokepoints or handoffs that are not flowing. This is what I am building my company around: Discipline & Governance. Any company is going to have leads, customers, and payments passing through it no matter what. To me it makes sense to look at the entire system, and where revenue leaks are occuring, where data is corrupted, and where tool sprawl and AI sprawl is creating chaos as the places to create guardrails and order. This is where the ICM folder structure comes in nicely, and sits as an orchestration layer amidst many automation layers as well (Make.com, Tray, Workato, Zapier etc.) This is where I see the most important AI orchestration happening. With time companies will find other areas to implement AI. But the "one size fits all" AI hype for the company, without discipline, without governance, and without mapping the entire system is a recipe for disaster.
Apr 4 •
🏁 The Archive 3.3 Check-In
Vote below, then tell us in the comments: which laptop are you picking?
Poll
67 members have voted
0 likes • 10h
This stood out to me: "Centralized in massive data centers? AI is an energy disaster. Distributed across billions of efficient devices? It becomes something else entirely." The question is are Anthropic, OpenAI, SpaceX, Elon Musk, Palantir, Peter Thiel, going to continue to influence government to bend to their wishes? Trillion dollar IPO's? I think there will be a fall out in BIG Tech, because the level of greed they have isn't sustainable, and small local practitioners will have to scramble working on our own local models, which is better anyway. Have you guys seen this? "Quietly quitting on Data centers" trend.
Apr 4 •
🏁 The Archive 3.2 Check-In
Vote below, then tell us in the comments: have you ever created something at work or school that you do not own?
Poll
65 members have voted
0 likes • 11h
The only thing I can think of like this was for Business Administration, writing out tons of plans for businesses and submitting them. We don't really know if some of those business plans are sold off or used by researchers, professors, or large corporations. But on the technology side, with computer science, I definitely see the conflict. I think students should have as much independence and autonomy as possible.
Apr 4 •
🏁 The Archive 3.1 Check-In
Vote below, then tell us in the comments: have you noticed a difference between AI models that goes beyond features?
Poll
66 members have voted
0 likes • 11h
When I was 15 years old around 1995, I first heard the self-titled album of KRS-ONE (see below). With songs like "R.E.A.L.I.T.Y. ain't always the TRUTH," (Rhymes Equal Actual Life In The Youth!)....or songs like "Hold" "Health, Wealth, Self" or "The Truth." I had been listening to Hip Hop since 7 years old (Fat Boys, Kid-n-Play, LL Cool J, Run DMC, etc. etc.) as a casual young rap fan. However, it was KRS-ONE who ultimately represented a definition of Hip Hop Kulture as a living example of evolutionary human consciousness. Mind you, his early upbringing was hard, abusive, filled with poverty and neglect. His brother Kenny Parker wrote about this in his book "My Brother's Name Is Kenny." This "rap" ENTERED our minds as youth, those of us listening. It influenced us. He literally consciously decided to BE Hip Hop, "Knowledge Reigns Supreme Over Nearly Everyone" with the phrase "Rap is something we do, Hip Hop is something we LIVE!" I later internally reflected on this "I Am Hip Hop" philosophy as well and wrote a book called The Hiphop Driven Life: A Genius Liberation Handbook in 2005, which three scholars referenced. KRS-ONE later wrote Ruminations and The Gospel of Hip Hop. What does this have to do with AI? Consciousness? and Self-Governance? Everything! Hip Hop is our most modern example of Human self-governance. It emerged from layers of slavery, African-American History and music, latin culture, Reggae, Capoeira, Heiroglyphics, technology (Grandmaster Flash and the invention of the turn table). It was not supposed to exist! But it does, and for those who harness it, become Sovereign.
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@bayo-olorounto-2549
Revenue Systems Architect | AI Automation & RevOps Operator | CRM-Fin Alignment | Founder, DigitalAgeSage | Amer. Expat Author - SP, Brazil
Active 1h ago
Joined Mar 28, 2026
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