There’s a difference between a wake word and general purpose speech recognition. A simple wake word can be done in simple hardware on the device, while general purpose speech processing either requires heavy, relatively constant CPU usage, or heavy network traffic to pipe the audio to a server for processing.
Your opinion is a hard-learned lesson here. I only recently figured that out. The Nextcloud “app store” is just too tempting.
I use both as well. They server different purposes. When my wife wants to take a quick scan of a paper document and archive it instantly, or have pictures auto-upload, or open and edit a document we worked on a year ago, all on her IPhone, the Nextcloud client works great and really has no competition in the iOS world. When I want to keep the files in my home directory, including some big, regularly changing files, instantly synced between computers and hosted VMs, Syncthing is amazing. I also add Syncthing shares as an external source in Nextcloud, so I can open those files via the web. As others have said, Nextcloud works fine, provided you don’t start installing all sorts of “apps” you don’t need -stick to the basics.
Because the workflow for a lot of people is to have projects in folders which are synced to Onedrive. That allows for collaboration with colleagues that are not using git, as well as backup/archival of files and access from different computers or online sharing. My workflow of using rsync to periodically copy the files (–exclude .git) works, but isn’t ideal. If I forget or someone else edits something, I have to manually deal with conflicts. I guess the real answer is just “not everyone is a software dev.”
I ran into this as my IDE is also constantly touching temporary files to maintain its state. It wasn’t copilot though, it was one drive. So I moved my work files into a local-only location, and then periodically rsync to the synced folder, excluding .git and other folders that have no business on a synced folder.
When I originally switched, I kept an ultra clean windows 2000 VM going for a solid decade. Any time I needed it, I could install stuff, do the work, and then blow away the crud that always builds up with Windows. I would suggest using the oldest version of Windows you can practically use, de-bloating it, and taking vm snapshots.
You could even firewall it using another VM or the host if you wanted. Put windows in jail, erase its memory, and cut it off from the outside world so it behaves, lol.
Data scientist here; there simply are not enough murders to model this, so they will need to use proxies for “likely” murderers (like any sort of violent crime). That means the model will very strongly target people who are over-policed (minorities) and those more likely to actually get caught and charged for things, and thus be in the training data set (poor people). It will also fail spectacularly for this purpose because even a highly accurate model will produce almost 100% false positives -again, because actual murders are so vanishingly rare. The math just doesn’t work.
I see you have a bunch of good answers now, so I’ll ask; if you are comfortable self hosting, why not consider a VPS? Yes it can be a little bit of maintenance, but it’s very minimal and you get far more flexibility and the ability to further develop those selfhosting chops.
I use sendgrid as my outgoing smtp relay to avoid ip reputation issues you mention. You still have to configure your dns settings for spf and dkim pointing at their servers instead of yours. Their free tier is 10x the email I’ll ever send so it doesn’t cost anything. There are a few companies in this space with free tiers. It works, but it isnt Gmail level deliverability. I still get spam binned occasionally.
Either he was arrested with no record of the arrest (i.e “disappeared”) which is a new line for the administration to cross, or he disappeared for another reason (by himself, or with help or coercion by a foreign entity like the CCP), and the FBI is investigating.
I hope journalists keep on this because the first option would be a huge problem that everyone needs to know about, but without more information, the second is also a possibility. The CCP is known to have agents in western countries that manipulate and pressure ex-pats to return to China. Keeping an open mind now will also strengthen the argument if evidence for the former comes to light.
Either DMZ on the first router, or bridge mode on the second.