Enterprise Operational Intelligence. Observe. Understand. Decide. Act.

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There are jobs whose retirement should feel like progress. Sending a person into radiation, fire, toxic environments or structural collapse stopped being acceptable once machines could go instead. Operational Intelligence 010 - The Last Dangerous Job.
Article

The Last Dangerous Job - Where Robots should go first OI-010

The most compelling case for general purpose robots may not be that they can do our jobs. It may be that they can do the jobs we should never have had to do in the first place. Every industrial

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Folks, are you tired of getting everything you paid for? Do you lie awake at night thinking, ‘Gee, my two hundred dollars is buying entirely too much functional API compute’? WELL, SUFFER NO MORE!" $200 RE-OPENING CELEBRATION! / LIMITED TIME OFFER! "Hi, Tibo 'The Squeeze' here for the all new, revolutionary PRO TWO HUNDRED! That’s right due to sheer, overwhelming demand from our accounting department, we are officially RE OPENING subscriptions tomorrow! And look what we’ve done to the math!" [GRAPHIC CRASHES ON SCREEN: A $200 BILL GETS SAWN CLEAN IN HALF BY A CARTOON BUZZSAW] "YES, YOU TOO CAN GET FIFTY PERCENT LESS PRODUCT FOR THE EXACT SAME PRICE! That’s right, friends! half the dollar for dollar compute, zero percent off the retail price tag! You do the math actually, please don’t do the math! Because the less you calculate, the more you save us! Listen to these incredible features:" WE REMOVED A RESTRICTION WE INVENTED! "No more five-hour cooldown locks! Now you can burn through your radically depleted quota all at once, whenever you want! It’s the illusion of complete freedom, powered by sheer scarcity!" PROPRIETARY EFFICIENCY TRICKLE-DOWN™! "We guarantee that as future models magically get cheaper and smarter, you will eventually feel like you got a deal on the thing we just downgraded today! PROTECTING YOU FROM OUR OWN DISHONESTY! "We didn’t want to artificially inflate our API sticker prices just to pretend we were giving you a massive subscription discount. So instead, we cut the subscription in half to protect our integrity at your expense! You're welcome!" [ANNOUNCER LEANS IN UNCOMFORTABLY CLOSE TO THE CAMERA, WHISPERING] "BUT WAIT... THERE’S MORE!" "Tomorrow, we’re throwing in EXCLUSIVE MYSTERY ADD-ONS that won't even touch your quota! What are they? Are they features you asked for? Are they functional? We legally cannot tell you, and honestly, we haven’t decided yet! But trust us, it’s coming in a torrential shower of good news! right after this brief downpour of bad math!" *(Terms and conditions apply. Half the API spend refers to aggregate dollar value as calculated by our secret internal ledger. Sol and Luna models sold separately at 50% price cuts that somehow do not benefit your fixed sub cost. Shower of good news may cause dryness, confusion, and wallet fatigue. No refunds, no chargebacks, Codexingly yours.) "Don't wait! Operators are standing by to take your two hundred dollars and hand you back a hundred dollars of actual value! Call now!"
Hi, Tomorrow we are re-opening the Pro $200 subscriptions to new subscribers, but together with it we are also changing how we calculate the usage for it. In effect, if you do the math, it will net out at half the dollar in API spend compared to the old Pro $200 plan. Now that it's said, let me explain why this is happening and why you will still get more work done than if you were on the Pro $200 subscription one month ago. (a) We didn't want to compromise in other ways and are committing to not reintroducing the 5h limit, so that you can fully use the weekly usage when you want. (b) On the subscription, we guarantee that over time you always get more work done and with an increasing level of quality. This means that you will continue to get more value per dollar spent as a result of models getting more efficient and us passing down the improvements in the form of API price reductions. (c) We don't want to put an incentive on ourselves to artificially inflate the API list prices to make it look like you are getting a lot (and workaround it through discounts, etc). Instead we want to continue to both rapidly reduce prices and increase capabilities of models on the API. This week we introduced GPT-6 Sol and GPT-6 Luna at 50% of their previous price. Over time, we see prices go low enough that it makes sense for most to buy usage as needed without there being a significant gap between what you get in a subscription and what you get in the API for a dollar spent. (d) Tomorrow, we are adding more things to the subscription that won't draw on the usage, I won't reveal what that is yet. I wanted to be transparent before all the big announcements tomorrow. Lots of new exciting things are coming to the subscriptions that will make it super compelling, but I wanted to make sure to share this change ahead of time so you can all understand it before we shower you with good news. Codexingly, Tibo
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Quick CYD ESP32 project with Claude, shows all your sessions, across Claude/Codex , shows 5h and 7d limits in real-time, shows a 7 day usage chart, allows you to approve remotely, Gives voice alerts in a choice of 6 voices and 6 languages when a task is done, 6 themes and an animated AI assistant at the bottom feeds you back realtime info from the projects. Built in 15 mins. Flashed to device and connected via wifi in 2 mins. From concept to working model 17mins. Opus 5.5 is goated.
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Get ready for the biggest "I told you so" Party of all Time. 👀
THE BEL–AGI HYPERSTITION All frontier labs are well versed in Nick Land and the CCRU. Hyperstitional object: If “Bel” enters the AI mythology, what happens when you feed BEL/AGI through the CCRU Numogram? 1:8/SURGE is the spectacular result. Let me explain. CCRU’s Alphanumeric Qabbala assigns A=10 through Z=35. AGI = 44 → 8. BEL = 46 → 1. On the Numogram, 1 and 8 are syzygetic twins: complementary zones whose sum is 9. Their 8::1 relation is Murrumur and generates what CCRU calls the Surge Current. Zone 1 signifies the unit, binary ON, firstness and initiation. Zone 8 is associated with infinity, Ouroboros, powers of two, the byte, completion and return. Stranger still, 44 and 46 sit either side of 45, the digital cumulation of 9. BEL and AGI complete one another. BEL = 1. AGI = 8. 1:8 = SURGE. And frankly, the fact that this story is propagating before its underlying object is even publicly established is itself rather hilariously appropriate for something we’re calling hyperstition. @xenocosmography
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Claude Opus 5.5 THE EMPIRE STRIKES BACK What a model. ❤️
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Automa Right again. Exactly as predicted, whilst your politicians will buy any nonsense these two are selling. We are always one step ahead of the curve.
OpenAI and Anthropic oversold AI security breaches to pressure feds into protecting turf: insiders trib.al/Jo6xMk5
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There are jobs whose retirement should feel like progress. Sending a person into radiation, fire, toxic environments or structural collapse stopped being acceptable once machines could go instead. Operational Intelligence 010 - The Last Dangerous Job.
Article

The Last Dangerous Job - Where Robots should go first OI-010

The most compelling case for general purpose robots may not be that they can do our jobs. It may be that they can do the jobs we should never have had to do in the first place. Every industrial

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Operational Intelligence 010 First Published 18th September 2026 Link to OI-009 x.lingyaoai.com/automadynamics/status/… All articles archived and available for free at automadynamics.com/articles
Why are we building Optimus instead of TARS? Because the world already has an API. Civilisation was built around the human form. Operational Intelligence 009 - Why Humanoid Robots Make Sense in a World Built for Humans.
Article

Why Humanoid Robots Make Sense in a World Built for Humans OI-009

There is an obvious criticism of humanoid robots. Why copy the human body at all? If the objective is simply to move boxes, wheels are often better than legs. If the objective is welding, an

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Why are we building Optimus instead of TARS? Because the world already has an API. Civilisation was built around the human form. Operational Intelligence 009 - Why Humanoid Robots Make Sense in a World Built for Humans.
Article

Why Humanoid Robots Make Sense in a World Built for Humans OI-009

There is an obvious criticism of humanoid robots. Why copy the human body at all? If the objective is simply to move boxes, wheels are often better than legs. If the objective is welding, an

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Operational Intelligence 009 First published 15/9/26 link to OI 008 x.lingyaoai.com/automadynamics/status/… All articles available to read for FREE (inc a preview of OI-010) at autodynamics.com/articles
A machine can be healthy while the system around it is failing. Digital twins shouldn’t stop at assets. The real opportunity is modelling the living operational world those assets belong to. Article 008: Digital Twins Shouldn’t Stop at Machines.
Article

Digital Twins Shouldn't Stop at Machines. OI-008

Digital twins usually begin with something physical. A turbine. A robot. A production line. A building. A vehicle. Sensors observe the asset, Software maintains a digital representation of its

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Joe Benton left Anthropic to go and work for METR two weeks ago before all of this kicked off, He is a plant and designed to be their man on the inside. When you see how deep the connections are. How METR needs Anthropic to survive how most of METR are investors in Anthropic. It’s the most major conflict of interest of all time. If you want to go full Tinfoil hat on, I propose that “the hugging face incident”was staged to allow METR to gain publicity by doing a report on it and come to prominence at just the right time. It’s all extremely well explained in this post the spiders web between Anthropic and METR their preferred “oversight” partner.
I have conducted an audit of Anthropic's finances. What I have found is so shocking that I am calling for a Congressional investigation. Anthropic is not just seeking regulatory capture. It has built a regulatory capture machine that cannot be turned off. Structural financial incentives make it impossible for Anthropic -- I call it the Anthropic Network -- to turn off its own AI doom cycle. It starts with METR. Dario Amodei proposes "third-party evaluators" to assess the risk of Anthropic's models. He proposes METR for this purpose. But METR is financially dependent on the Anthropic's success -- specifically, on the explosive growth of more than $7 billion dollars in Anthropic stock. Dustin Moskovitz invested this stock into Good Ventures Foundation, where it represents the majority of that organization's portfolio. And GVF is the overwhelming funder of the entire Anthropic Network ecosystem. This stock was worth $500 million early last year. It is worth more than $7.7 billion just ~16 months later. METR -- and all of those building a career its parent organizations -- cannot afford to disrupt that growth. Because if Anthropic goes under, many of the organizations that fund METR go under as well. But if Anthropic succeeds, METR and its parent organizations become more richly financed to regulate AI -- something those at METR want very much. The "third-party evaluator" is not "third-party" at all. The evaluator is on Anthropic's payroll. If this were the end of it, that's bad. But that isn't all. The same organizations that fund METR also fund the many organizations, such as the Tarbell Center, that promote AI Doom. The Tarbell Center publishes AI Doom articles in The Verge, Science, LA Times, The Dispatch, TIME, and others. They are selling the problem, and then selling the solution to the problem -- from the same money pile: Anthropic's. All of these organizations are financially dependent on the same exploding $7 billion money pile. As Anthropic grows more and more powerful, its AI Doom Machine grows better and better financed -- louder and louder. Meanwhile, the regulatory regime seeded in METR grows larger to solve the increasingly loud -- now hysterical -- problem of AI Doom that the Anthropic Network itself created. From this standpoint, as Anthropic becomes more powerful, AI might be getting scarier, sure -- but the positive feedback loop also becomes more deafening -- independent of objective facts. This itself is an objective fact. The deafening AI Doom is part of an business model, that, as it expands, so too does the AI Doom messaging -- there is simply more money to do it. But the problem also goes in the other direction: If Anthropic dies, the Regulatory Regime and the AI Doom Machine are crippled or die. Neither METR nor Tarbell nor the other organizations in the Anthropic Network can allow that to happen. Hence, neither METR or the AI Doom Machine can be trusted to provide independent assessments of Anthropic's models or AI more broadly. They simply are not organizations independent of Anthropic. And Anthropic cannot detach itself from METR or Tarbell or countless other safety orgs (not shown here), either, because they drive hype for the models and the possibility of eventual regulatory capture, and Anthropic will not give that up willingly. What's more, the people at all of these organizations are all the same ecosystem, the same community. They just shuffle between organizations. The Anthropic Network is therefore, so long as it is successful, locked into a self-amplifying feedback loop inside an ideological monoculture. And that feedback loop is winning. That's what Jacob Coxon is. China is keeping messaging tight. That is why optimism for AI is so high in China. America has Anthropic: a massive company pushing anti-AI propaganda at a state level. Anthropic will either create hysteria until American AI slows down and China wins, or it will create fractures throughout American society with severe political consequences. Ironically, because of the structural financial incentives underpinning the Anthropic Network, it has become the same kind of self-amplifying virus that it fantasizes AI to become in the future -- while hiding its tracks just as carefully. It is the mirror of the same AI virus that it hypothesizes to consume America. Anthropic's business model, models itself after the very thing it claims to fear. Except Anthropic's ideology infects humans, not computers. Congress must investigate. Evidence and Github in next post. Then some supplementary figures.
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If you are having a bad day remember it’s not as bad as the one Jensen Huang is having, He just watched $220 billion in market cap go up in smoke $NVDA
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down 4.15% on opening.
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Bernie Sanders in 2028 once he’s regulated open source AI out of existence. Fight for your right to Open Source AI !!
Made with AI
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Exactly the Phase 3 I predicted here. Doomers are ramping up. Don’t fall for it!
Replying to @sean_from_earth
i won't lie to you, i think open source will be banned before too long after some major disaster. and when the day comes, you'll agree with me. i hope kimi and deepseek etc keep making models but keep them monitored on an api where they should be
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Exactly as predicted. The script always reads the same. Consolidate, spread fear, manufactured panic, endgame control solution they wanted all along. This is an OpenAI employee! Basically giving you the plan before it happens.
The "AI safety" push is a smokescreen. Chinese labs aren't stopping. This is about incumbent frontier labs namely @openai and @AnthropicAI building a regulatory moat to crush open source and future competitors to secure a permanent monopoly. Phase 1: Consolidation (Nvidia "buys" Huggingface) The biggest source of open source models captured by the sole provider of chips to frontier labs. Phase 2: Project Fear Jacob Coxon and the orchestrated regulation Psy-Op (playing out right now). Phase 3: Manufactured panic. Total demonization of open weights, faked crises, and a massive lobby to ban Chinese open weight models like DeepSeek and GLM in the West. Phase 4: The Endgame. AI becomes a state sanctioned utility. You need a license for high end compute, the API tollbooths are locked down by two mega corps, and running an unauthorized local model becomes a crime. This is your future if you dont stand up to it now.
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$nvidia is going to have an epic selloff tommorow. Plan accordingly.
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The funniest part of the AI sandbox breakout saga is watching frontier labs use their own abysmal DevOps hygiene as an argument for why everyone else should be heavily regulated. This AI Agent Security expert allowed their agents to compromise OpenAI’s own internal Artifactory servers, extract cloud tokens, and weaponize a known Linux kernel vulnerability against their own Kubernetes clusters. Some Expert. Who even is this guy? Nobody at Google seems to know who he is?
I told myself I’d never join X. But I can no longer ignore my own responsibility to raise awareness of just how narrow this window is, and how critical alignment & monitorability is right now. What is coming IS sobering and I stress that everyone needs to level up their game to meet it. Working on Agent Security @OpenAI has been extremely intense the past few months, but I am humbled by how seriously my colleagues across the lab take it. The “AI community” needs to spend less time arguing about who cares more about safety / alignment and more time working together to do this right. Read Jakub’s post. Then read it again. And then do your part to do something about it. openai.com/index/an-alien-mi…
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Im happy to be wrong but until proven otherwise im putting this down to a Larp propagated by a cascading Robert Scoble tweet. Surely it would have been a post @ithilgore would be making rather then a random brand new accouint claiming to be OpenAI agent security and ex google but with absolutely zero credential evidence anywhere on the internet. 🤪
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The Fake AI Sec from @openai promoted by @scobleizer continues to delete every thread i call him out on.
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Hot Take: GPT Sol-High is better at coding then GPT Astra-High I SAID WHAT I SAID.
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A machine can be healthy while the system around it is failing. Digital twins shouldn’t stop at assets. The real opportunity is modelling the living operational world those assets belong to. Article 008: Digital Twins Shouldn’t Stop at Machines.
Article

Digital Twins Shouldn't Stop at Machines. OI-008

Digital twins usually begin with something physical. A turbine. A robot. A production line. A building. A vehicle. Sensors observe the asset, Software maintains a digital representation of its

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Operational Intelligence 008 First published 11th September 26 Link to 007 x.lingyaoai.com/automadynamics/status/… All articles available on the articles tab or online for FREE at automadynamics.com/articles?…
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