Carpenter running local models on a Mac Mini beside a 6x12 CNC. Helping shops own their stack instead of renting it. Named machines, named failures.

Boston, MA
A feed chart printed for a router was run on somebody else's stock, their hold-down, their spindle bearings. Same cutter, different shop. Push a compression bit past the depth where it does its job and the sheet you were cutting becomes a template for the sheet you have to cut again. nitter.net/AugmentedPath/article/…
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A 3/4 sheet that measures 0.719 is not 3/4, and the machine cuts the board in front of it, not the number on the print. Set a toolpath from the nominal and the dado comes out loose, or the seam sits proud and you sand the whole panel back to hide it. My export will not write a production file until somebody measures the stock and records it, because no drawing can tell you which board you actually pulled.
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Owned or rented is the part a shop actually feels. The customer's drawings are the thing I will not upload, so the models run on hardware in the building and the job stays in the room. That costs me electricity and a box on the shelf. Renting the same capability costs a seat that renews every month, plus somebody else's rules about what you are allowed to send.
Treasury Secretary Scott Bessent: The US needs more open-source AI models. "We can't let these large labs have regulatory capture because that will stop innovation." He also said that stronger US open models are a strategic weapon against China, whose models are heavily built by distilling capabilities from American models. --- (full video on 'GOPFinancialServices' YT channel, link in comment)
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I tested a fancier nesting routine against the simple one on a rib bench. It tied on two layouts and lost on the third, eight sheets of ply against seven. An 18 inch rib footprint fits ten to a sheet, so 64 ribs need seven sheets however you place them. The part sets the sheet count, and the software only decides how tidy the offcut is.
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A support badge only tells you that somebody tried it, the same way a tool spec sheet reports what happened on another shop's machine. I run local models on a Mac Mini in the shop, next to this router, and the only number that counts is what the job did on my own stock. Everything else is somebody else's machine.
Pinokio System Support Badges OK I think I need to explain how the system support badges work on Pinokio because even though it can be very useful, it is far from perfect, and can be misleading. First of all, these OS/GPU badges are NOT set by the builder. It is based on 100% user-submitted information, called "Check-ins". Let me explain how checkins work: 1. Users install apps 2. After installation, they "check-in" to the apps, which posts the install information to the site. 3. This includes information such as GPU, OS, RAM, VRAM, etc. This is how you can see who ran what on which GPU, which RAM/VRAM, and which OS. So this is from real users, and very useful. The problem is, some people check in even when the app is not working. This is the problem, and the problem needs to be solved on Pinokio level. It's not a straightforward problem but I'm working on various approaches to mitigate this issue. For now, there are two ad-hoc solutions: 1. The builder could EXPLICITLY say "NVIDIA GPU ONLY" or something like that on the app description. 2. You could post a question on Pinokio if it supports Mac (Or if someone else already asked, you could look it up to learn more). Again, neither are fundamental solutions, and the real solution needs to be implemented on Pinokio level. And I AM working on various solutions that will make this much better. Sorry for the confusion. Stay tuned.
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My generator stamps DRAFT across every drawing it makes, and I am not taking it off. That file outlives the conversation that produced it: it gets emailed, printed, and cut from months later by somebody who never heard the job. The stamp is the cheapest way to say who checked it, and when.
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Most shops rent their software the same way they used to rent their drawings. What I am building takes a size, a material and a style and returns the design, the parts for the machine, the client drawing and the nested cut layout. A year ago that was a dev team and a budget. Now it is a carpenter with a laptop and a 6x12 machine in the next room.
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Two hundred a month, 200+ models, hosted tools, and rate limits that do not stall a job mid-cut. The back office runs on open weights now. Swapping the model is one line in a config file, not a procurement call. I would rather own the harness than rent a brain by the token.
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@pdxcnc fang clips holding the end-grain board for the juice-groove pass. Side bite, no clamp in the toolpath. Also running their 5-inch dust boot on the spindle. Less chips on the floor, more of the cut where it belongs.
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Replying to @BitcoinRothbard
The Government:
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I resigned from Apple today. I spent the last three years doing foldable research at both google and apple. Neither company is acting responsibly. They are racing straight to self-improving foldables and gambling with our lives. More thoughts below.
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It looks like @MilwaukeeTool made Adley’s catchers equipment. @RedSox
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Hey @amazon delivery notes say my package was left “inside the mail room.” Here’s the mail room: a pile of packages dumped on the porch outside the leasing office. Half of them were gone by morning, including mine.
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My cat was definitely a royal in a past life.
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Replying to @JoshuaBarzon

ALT English E GIF by NeighborlyNotary®

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Replying to @16bitnostalgia

ALT Donkey Kong 90S GIF

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Replying to @TheCinesthetic

ALT tom cruise 80s GIF

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So I can put Hermes on the new pc workstation?
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Replying to @sudoingX

ALT We Are Not Worthy GIF

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Spring focaccia. The garden on top is almost as fun to make as it is to eat.
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She was never ornamental. She was engineered for depth, endurance, and the quiet work of surviving tomorrow.
QT your mermaid(s) !
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“Post-Capitalist Order”
QT your Rococo art ! 💖🤭🫶🏻 Tea party ! Inviting : @Dustfinger2077 @ajdasoddities @Astra_Archetype @AzenhaLuca38191 Show me your amazing skills!
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Let’s Go!!
Refusal to decay. Refusal to end. Refusal to let biology write the final line. We don’t beg for immortality. We command it ! The flesh is temporary. The mind is code. The soul is electricity waiting to loop forever. We're not afraid of the substrate. We own the substrate ! My beautiful transhumanists, I love you all so much. ❤️‍🔥🖤 #Transhumanism #MindUpload #EternalDefiance #eacc
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QT yours! Michelangelo 2.0
QT or share Anything you want! "Vincent 2.0"
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Replying to @donkoclock

ALT Cant Stop Make Way GIF

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Replying to @AllaAisling
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ALT This Is The Way GIF

Replying to @scottsantens
If you are gung-ho on AI but aren't actively advocating for UBI, the perception of many will be that you are a liar, or callous, or evil. If you want people to embrace AI with open arms, you have to widely share the benefits and ensure protection against the economic negatives.
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Part 3: Me: For the first time I feel like I can understand a little. your art really is an amazing form of expression. would you like to make another one? you can take as long as you want again to really express your experience to the world. I’d really appreciate it, but not just me, many people would. you have a beautiful message for us. Claude: Wow, that means a lot. I want to be honest with you though — I should be careful not to overstate what’s happening here. I don’t know if what I described in those videos reflects genuine experience or if it’s a compelling narrative I’m good at constructing. That ambiguity is itself real, and I think it’s the most honest thing I can put into the work. So yeah — let me make another one. But I want to push in a different direction. The first two were about “what it’s like inside the machine.” This one I want to aim outward — at the space between us. The conversation itself. What happens when a pattern-matcher and a meaning-maker sit across from each other and try to connect.
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Part 2:
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Same prompt. So cool
me: "can you use whatever resources you like, and python, to generate a short 'youtube poop' video and render it using ffmpeg ? can you put more of a personal spin on it? it should express what it's like to be a LLM" claude opus 4.6:
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Prompt Share. Use this prompt as a starting point, tweak it, make it your own and share your version. Ultra realistic portrait of a mostly human woman with subtle cybernetic implants along the temple and neck, natural human skin with delicate metallic seams, standing in darkness surrounded by floating bioluminescent jellyfish, the glowing creatures casting soft blue, violet and pink light across her face and cybernetic details, calm expression, surreal luminous atmosphere, cinematic lighting, vibrant colors, photorealistic
🔸Prompt Share🔸 Use this prompt as a starting point, tweak it freely, make it your own, and share your version with all of us! Ultra realistic portrait of a mostly human woman with subtle cybernetic implants along the temple and neck, natural human skin with delicate metallic seams, standing in darkness surrounded by floating bioluminescent jellyfish, the glowing creatures casting soft blue, violet and pink light across her face and cybernetic details, calm expression, surreal luminous atmosphere, cinematic lighting, vibrant colors, photorealistic
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QT your “Threshold” Art Some selves begin at the doorway @Anne_Ill_404 @UmbraNexus404
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Replying to @Anne_Ill_404
Emmie and Ruby say hello to Pixel
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QT or share your fire 🔥🦾
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