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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Dimensions are the easy half. A part can measure right and still be scrap if the grain runs the wrong way, so every cut sheet my software writes carries the grain the part wants next to the grain axis of the actual board, and until somebody confirms the board it prints unconfirmed rather than a guess. Cheap to write down once. Expensive to find out after the cut.
🧵1/2-The Presentation Board-Drawings I just made the presentation board, then I made the drawings for it. I do that a lot. Here are the drawings-have at it, and give a shout if there is dimension missing. To make the legs efficiently and safely I find myself thinking about the process of making woodworking parts and pieces when things quiet down. I don't have a lot of patience, so I want to figure out how to do it quickly and safely. Here is how I made the legs for the floating boards. 1-Started with a 3/8" x 1 3/8" board that was 18" long 2-To make the tenon I ran them on a table saw to a width of 1/4". I then ripped the pieces to 1" wide (the feet are 3/4" and tenon 1/4" 3-I taped them together and traced the pattern on them.
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The shop ticket for a slat wall tells the operator to write each part ID on the concealed rear edge by hand, because the software will not engrave one on the face. A part number cut into the show face is permanent, so it is a mark the customer has to look at for the life of the wall. The number lives on the card and the edge, and the face stays clean.
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This shop's tool catalog is not allowed to hold a speed or a feed. A test in the software fails if an entry ever grows a chip load, a cutting data record or a confirmed flag. What that buys is an honest answer: ask it for a feed and it names what is missing and hands the decision back, instead of producing a confident number out of whatever was lying around. nitter.net/AugmentedPath/article/…
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The Augmented Path retweeted
A statement from me to you.
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Nine of the 44 cutters in this shop's catalog came off a paid invoice. Twenty-six came off a machine quotation, and a quotation is not a delivery, so the entry says which it was. Nine I cannot trace past a third party's sheet, and those stay marked as inferred until calipers touch the tool. A cutter list with no provenance is a wish list. nitter.net/AugmentedPath/article/…
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A deployment and a fix are different purchases. Most of the ones I have watched never made it past the office door: the crew picks up another set of numbers to keep current, the setup is unchanged, and the part gets re-run the way it always did. Nothing at the machine moved, so the gap is exactly where it was, and it is still the crew closing it by hand.
Over half of U.S. CPG manufacturers have deployed AI across multiple sites, nearly double the global average. Yet they lose 20% of revenue to production inefficiencies, five percentage points worse than the global average. More AI deployments alone are not closing the gap. @SchneiderElec #schneiderelectric_ai #cpg_ai
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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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The Augmented Path retweeted
A Flock of Altruists - Hit The Breaks Except For Me
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A toolpath is an operator decision, so my software stops at the DXF and hands the cutting back to the shop. What crosses over is the layer names, and those are the contract with the Aspire templates already sitting on the machine. Rename one layer and the template has nothing to attach to, so an operator rebuilds by hand an operation that was ready this morning. That is the half I do not automate.
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The drawing a customer approves and the file the machine cuts are two different gates. The concept sheet goes out while the nesting is still unsolved and the stock is still unmeasured, because neither of those changes whether the wall looks right. Where nobody measured the stock, the page says nominal, so a guess never passes as a measurement.
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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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Every cut sheet my software writes carries its stock thickness in the file name, written the way a file system will take it: 0p719IN instead of 0.719 inches. If nobody measured the board, the name says NOMINAL instead, and the export will not write a measured name until a real number is entered. Two sheets can sit in the same folder, and the name alone tells you which one came off the calipers and which one came off a guess. That is the cheapest check I have against cutting a whole job from a number nobody checked.
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A job name with a character the font cannot draw used to take the whole packet down with it. The ticket, the print, the release record, all of it stopped at the last step, because the customer's name goes on the paperwork and the paperwork is a PDF. The ticket now falls back one character at a time and the release record still carries the name the customer wrote, spelling and all. A shop should not have to rename a job to get its own paperwork out.
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The Augmented Path retweeted
how can you not believe in God when octopuses DREAM and otters have a favorite rock they carry around in a little SKIN POCKET and cows have BEST FRIENDS and bees are out there communicating the coordinates of flowers through INTERPRETIVE DANCE and they have REGIONAL DIALECTS?? cats are PURRING at frequencies associated with bone healing??? forests get absolutely incinerated and respond by growing FLOWERS??? dolphins literally invent NAMES for themselves and yell them across the ocean??? penguins are waddling around Antarctica looking for the PERFECT LITTLE ROCK to give their beloved??? CROWS REMEMBER YOUR FACE. THEY TELL OTHER CROWS ABOUT YOU. THEY TELL THEIR CHILDREN ABOUT YOU. YOU CAN HAVE GENERATIONAL BEEF WITH A BIRD. goats have ACCENTS. rats GIGGLE when you tickle them. elephants mourn their dead. whales make SONGS and then OTHER WHALES LEARN THE SONG and suddenly everybody across the ocean is singing the new hit single. monarch butterflies are born knowing how to fly thousands of miles to a place THEY HAVE NEVER BEEN. sea turtles hatch out of an egg, immediately sprint toward an OCEAN they have never seen, disappear into it for like THIRTY YEARS and then somehow come back to THE SAME BEACH??? birds can see COLORS THAT WE CANNOT SEE. there are colors happening RIGHT NOW that we don’t even get to know about. there are sea slugs that eat algae and STEAL ITS CHLOROPLASTS and then are just like great thanks I’ll be PHOTOSYNTHESIZING NOW. there are mushrooms communicating underground. there are seeds sitting in the dirt for DECADES like no actually I will wait. squirrels plant MILLIONS OF TREES because they simply cannot remember where they put their snacks. A CATERPILLAR GOES INTO A LITTLE BAG, DISSOLVES MOST OF ITS BODY INTO ORGANIC SOUP, REARRANGES ITSELF, GROWS WINGS AND LEAVES. and you’re telling me a tiny acorn knows how to become a 70-foot oak tree??? nobody tells it what to do??? it just has TREE INSTRUCTIONS INSIDE IT??? your body started as ONE CELL. ONE. and that cell divided itself into a brain that can think about its own existence and eyes that can look at stars and hands that can hold somebody else’s hands and a heart that runs on ELECTRICITY without you even asking it to??? the iron in your BLOOD was made inside a STAR. I’M SORRY????? we are walking around on a wet rock covered in bioluminescent oceans and singing whales and laughing rats and birds holding lifelong grudges and flowers exploding out of FIRE and somehow we’re supposed to act like this is a normal place to live?????????
how can you not believe in God when octopuses dream, otters have a favorite shell that they carry all their lives, cows have best friends, bees have different "dialects" of dance depending on the region, cats purr at a frequency that accelerates bone healing, the forest grows flowers first after a fire, dolphins give each other names and respond to them, penguins make proposals by giving each other the most beautiful pebble, crows will tell their children about you, goats have accents, rats giggle when you tickle them, sea slugs become powered by the sun just by green algae and squirrels plant millions of trees every year just by forgetting where they've buried their nuts!
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The Augmented Path retweeted
One thing I’ve noticed: you can almost predict how well someone understands AI by how much time they spend on X. You don’t even need to try every model yourself. You constantly see other people testing agents, computer use, biology, math, and random niche products. At lunch I’ll mention a new AI product like Muse to someone who isn’t on X, and they’ll have no idea what I’m talking about. Meanwhile, everyone on X has seen what it can do and probably tried it already. I keep doing this test and the correlation is kind of crazy. X is still the best place to understand what AI can actually do right now because so many AI researchers and builders are posting on the platform.
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The Augmented Path retweeted
Code is speech. This is authoritarian.
BREAKING: Bernie Sanders officially introduces the “Ban Artificial Superintelligence Act,” which would permanently ban superintelligent AI & impose prison sentences of up to 20 years for violations.
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Our tool rack knows nine cutters by name, straight off a paid invoice, and still will not give a speed and feed for any of them. A chip-load chart printed in a vendor catalog is written for somebody else's machine, so it answers with what is missing instead, and it keeps answering that way until someone records numbers off real cuts on our own stock. Guessing a feed is how you burn an edge or snap a quarter inch compression bit on the first sheet.
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A shop pays the same tax on a smaller clock. A cut list that only exists as a screenshot cannot be re-run, only retyped, and every retype is a chance to lose a number nobody checks until the sheet is already on the table. The record has to be the thing the machine reads, not a picture of it.
A pharma regulatory response team spends 30 days on a single agency question, and most of that time goes to finding documents, not answering. Electronic batch records arrive as PDFs stripped of structure that AI needs to trace decisions back to source data. Partner content with Adlib. #adlib_iiot
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