Debatable. Optimus will be programmed by watching thousands of YouTube videos and by indexing the entire NEC. It is entirely possible that a single Optimus can be a master welder, electrician, and HVAC technician. What Optimus can't do is take responsibility for the completion of the work as being done to code. Nor is it clear how much Optimus will cost to buy or operate.
Underestimating humanoid capabilities is a mistake; the real challenge will be the economics and the flow of responsibility. But imagine a future where every structure built has a pov video documenting its construction. I don't like the implication for the trades any more than I like the implication of Claude for putting me out of work either.
Latest LLMs that have good visual understanding (Gemini and GPT) are able to tell if construction work is up to code. You can give it a picture of electrical wiring, plumbing, framing and it will tell you if it's up to code with very good accuracy.
If anybody is looking for alternatives, I’m a very happy user of Bezel (https://beszel.dev) on my home lab servers including a Raspberry Pi Kubernetes cluster and TrueNAS. Highly recommend.
Single-threaded CPU: M4 Pro is roughly 1.5× as fast.
Multi-threaded CPU: M4 Pro is roughly 1.75× as fast. GPU: roughly equal to a full 32-core M1 Max, with the M4 Pro slightly ahead in Geekbench Metal.
Upgrading to 48GB memory is $600…. Gut punch. I have a M4 Pro (top cpu skew 14 cores). Any idea the performance gain to M5 Pro? I feel like they holding off releasing M6 Pro because a new studio is dropping soon as well.
There a few factors at play. I believe China has launched a very successful campaign of misinformation in order to slow down US progress and allow them to “win” the “AI War”. Then climate activists and let’s be frank far left leaning people have taken the bait hook line and sinker and amplified it.
Second Anthropic at the start was very vocal about datacenter doom. Their motivate besides wanting regulatory capture is again slow down their competitors and corner the market.
Lastly mainstream media loves a good doomer story of tech people getting rich displacing working class Americans while “destroying earth”.
Companies don't expect interns or new graduates to perform at the level of a senior engineer. They expect and plan that they have to ease them into the "professional workforce" somewhat.
Anyways, the biggest tech companies in Michigan are automakers, Dow chemicals, and Whirlpool. These are all respectable places and have different expectations than X or OpenAI or companies like that.
Seems useful for s3 buckets. I suppose a script that watches for new objects, calculates its sha256 and stores that in a DB, then checks for duplicate hashes would be a fairly trivial task. Though s3 doesn’t support symbolic links so accounting would need to be handled by server side code.
While the idea of data-deduplication does apply everywhere, this specifically depends on the APFS CoW data feature, so it's not applicable outside of macOS (or APFS Volumes)
but link is dangerous, as a edit made to one file will then be made to all copies.
For example, If I have two files /home/m/todo.txt and /home/m/backup2025/todo.txt that are identical and you then replace /home/m/todo.txt with a link to /home/m/backup2025/todo.txt and I later edit /home/m/todo.txt then backup copy would also be updated. With apfs clones the backup would not be modified when I updated the file.