@iam_elias1 Economists also said Trump policies would destroy the economy 😂
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฿ang 💥
13.2K posts
฿ang 💥
@bangtrades
Futures | Perps Gann trading
SoCal USA Katılım Ocak 2022
2.8K Takip Edilen4.2K Takipçiler
Two economists just published a mathematical proof that AI will destroy the economy.
Not might. Not could. Will — if nothing changes.
The paper is called "The AI Layoff Trap." Published March 2, 2026. Wharton School, University of Pennsylvania. Boston University. Peer reviewed. Mathematically modeled.
The conclusion is one sentence.
"At the limit, firms automate their way to boundless productivity and zero demand."
An economy that produces everything. And sells it to nobody.
Here is how you get there.
A company fires 500 workers and replaces them with AI. A competitor fires 700 to keep up. Another fires 1,000. Every company is behaving rationally. Every company is following the incentives correctly. And every company is building a trap for itself.
Because the workers who were fired were also customers.
When they lose their jobs faster than the economy can absorb them, they stop spending. Consumer demand falls. Companies respond by cutting costs — which means automating more workers — which means less spending — which means more falling demand — which means more automation.
The loop has no natural exit.
The researchers tested every proposed solution. Universal basic income. Capital income taxes. Worker equity participation. Upskilling programs. Corporate coordination agreements.
Every single one failed in the model.
The only intervention that worked: a Pigouvian automation tax — a per-task levy charged every time a company replaces a human with AI, forcing them to price in the demand they are destroying before they pull the trigger.
No government has implemented this. No major economy is seriously discussing it.
Meanwhile the numbers are already tracking the curve. 100,000 tech workers laid off in 2025. 92,000 more in the first months of 2026. Jack Dorsey fired half of Block's workforce and said publicly: "Within the next year, the majority of companies will reach the same conclusion."
Nobody is doing anything wrong. Companies are following their incentives perfectly. That is exactly the problem.
Rational behavior. At scale. Simultaneously. With no mechanism to stop it.
Two economists built the math. The math leads to one place.
Source: Falk & Tsoukalas · Wharton School + Boston University ·
arxiv.org/pdf/2603.20617
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Interesting you've switched the orchestration to GPT. i did the same w 5.5 and got such much better results, too. I still run several coders on Opus but GPT is just amazing at solving bugs and prompting the team to do tasks correctly.
I love the backtesting. I have a similar setup but it's on downloaded NQ data running on python. Are you using the tradingview MCP?
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@bangtrades so...memory is kinda detailed in a post under the video. its lengthy and i'm trying to put something together thats smaller and less junk in the response.
skill management....i dont really use skills as they're built into the knowledge automatically.
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I recorded a 20-minute walkthrough of NovaStation — my personal AI operating system.
This isn’t a chatbot window. It’s a live command center for my whole world:
🦊 Nova / Mission Control
The home base. It tracks active systems, agent lanes, health checks, memory, alerts, drafts, approvals, and what needs my attention next.
📈 Market Swarm
A multi-agent market intelligence layer watching MAG7, AI infra, metals, product trends, and crossover signals — filtering noise down into actionable themes.
🐕 iSpeakDog + Dog Director
My dog training/media automation wing. It handles content pipelines, Trello/Zapier routing, image generation, post review, and platform-specific publishing workflows.
🌳 Dee Dog Park / Charlie
A dedicated Gemini-powered lane for Dee Dog Park operations: calendar, email, reservations, customer signals, and business support.
🏗️ iNovaVation / Builder OS
A product-build dashboard for new ideas, internal tools, websites, experiments, and business lanes — including nightly build tracking.
🧠 NovaForget
A memory and knowledge-base system that lets agents retain context, handoffs, decisions, lane history, and operational state across sessions.
🖥️ Skip / Dell Node
A remote workhorse machine connected over Tailscale through OpenClaw Node, giving NovaStation access to another computer as part of the operating system.
🏛️ Boardroom / R&D Lab
A place for agent debate, planning, research, strategy, and structured decision-making.
📬 Gmail / Calendar / Mail Room / Alerts
Live operational panels pulling the boring-but-critical stuff into one place so I don’t have to chase ten apps.
The wild part is that most of this is not mocked. These are real workflows, real agents, real automations, real APIs, real memory, real dashboards, and real businesses being wired together.
The goal isn’t “AI assistant.”
The goal is an AI-native command center where agents, tools, memory, automations, products, content, markets, and operations all live in one interface.
NovaStation is becoming the dashboard I always wished existed. 🦊
20-minute screen record below.
This is what it looks like when AI stops being a tab and starts becoming an operating system.
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@bangtrades interestingly....i built it so it can clone itself....cool huh?
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@libsoftiktok Let's take it from the billionaires that works every time
🙄
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Zohran Mamdani announces NYC is in a “budget crisis” after spending his entire campaign promising free stuff
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@thsottiaux Codex rubbing compute in Claude's face and I'm here for it
😂
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Don't just reset Codex rate limits for fun, it costs money.
Don't just reset Codex rate limits for fun, it costs money.
... but the vibes are good ...
I have reset Codex rate limits for ALL paid plans to celebrate a good week and allow everyone to build more with GPT-5.5. Enjoy
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I have Claude Code fully integrated into my smart glasses
Everywhere I go I am now vibe coding
When you are talking to me in real life, I am not paying attention to you. I am nodding, but I have no idea what you are saying.
That's because I am silently shipping. I am watching the green lines of the terminal scroll by at all times. I am silently giving commands to my glasses on what to build next.
I am reaching record levels of LOC shipped. There are multiple lakes in Michigan that no longer have water in it because of me
I am using up my Claude plan faster than anyone else on earth. Nobody can match my velocity.
If you are building a competing product, it is over. Give up. Unless you have Claude Code being projected into your cornea at all hours of the day, you simply have no shot.
GGs.
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We wouldn’t have airplanes w out a few crashes. Bad stuff happens with technology, new and old. Sucks for that company of course, but they obviously got a ton of value creation from AI too.
We’re all learning as we go and there is fault on many sides here. Opus sure did f up tho.
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@frankdegods 24/7 dark factory:
Docker containers for each openclaw & hermes agent. Paperclip control plane. GBrain or the MIT solution for memory. Skills Matrix.
GPT, Opus, & local Gemma or Qwen. Planned evolution is the OS. Infinite model/harness/task/skill flexibility.
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I changed my mind recently.
OpenClaw acquisition will pay off for OpenAI.
It’s still by far the best personal agent in the world. Nothing has come close.
It’s a net new product experience for normies and non SaaS businesses.
Plus, Peter is top 0.1% talent acquisition.
gg
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>ai infra is now officially labeled national defense
>government can now pour money into ungodly contracts
last step is lower interest rates and the money printer
the next leg is loading up to be explosive enough to almost give the feeling like there is no top
good luck
Frank@frankdegods
the better ai gets - the bigger the implications become on national defence and military america will not allow ai wave to stop, they will not run the risk of losing to china, they will spend to infinity to ensure that this does not happen i don't see any other outcome
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Tonight, I will be diving into Codex && ChatGPT
As I continue to be a Claude maxi, so many people have told me as of late to move it && stop wasting time
I’ve yet to really see Claude act up / not do what I need, but it seems as tho now’s the time to make the switch.
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Had no idea but there is a lot of simultaneous discovery in agentic engineering these days
Turns out the ideas about SKILLIFY from my post at 2am last night is similar to a Claude Code internal!
JC@jc__gr
this is interesting, was just reading the "claude code" leaked source code yesterday and they have a bundled skill called "skillify" there. Mostly the same purpose, which i believe is a trend we're going to start seeing pop-up more: Self-Improving Agents
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Claude Design + ChatGPT Images 2.0 is the greatest design unlock I've ever seen
I can't believe this isn't being talked about more
Both are great tools, but together they allow ANYONE to make incredible designs
I'm totally blown away. Video soon.
Design has been solved
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฿ang 💥 retweetledi
Trust nobody's opinion on X (including mine)
All I've read for the past 24 hours is how horrible Opus 4.7 is
Been using it hardcore for the past day. It is far and away the greatest AI model I've ever used.
Don't listen to anybody. They're all bias. Just do your own testing
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One day they will tweet “introducing human”
And we all drop 💀
Claude@claudeai
Introducing Claude Design by Anthropic Labs: make prototypes, slides, and one-pagers by talking to Claude. Powered by Claude Opus 4.7, our most capable vision model. Available in research preview on the Pro, Max, Team, and Enterprise plans, rolling out throughout the day.
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