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My daughter (11) is doing a week long Python class, which is not using LLMs.

It got me thinking about how I learned to program in the pre-internet days (laboriously, from books), and then what a marvel it was when you could just search for information, especially for troubleshooting. But for her, the first answer in the Google search is going to be the AI summary, and most of her search tools are going to be AI tools.

I wonder if it would be possible to make an LLM that has a didactic/socratic mode. So if you said, "help me write a program to do madlibs" maybe it would give you a skeleton of a function, then prompt you to come to with a plan, then critique that plan. Or if you said, "I'm getting this error", it wouldn't just fix it, it would explain what the error means and nudge you towards the answer.

Thinking in a larger sense, it could have a rubric of important concepts, even tiers of understanding. It could be using the interactions to track the user's understanding, which could let it then tune how it answers future questions, or even be used to customize assignments.

I recognize that this is potentially replacing a teacher with a machine, which wouldn't be my goal. Good teachers are more holistic in their teaching than a machine is ever likely to be. But for people who don't have access to good teachers, or need more directed support than is available from a teacher, or just want to self study, it seems like it could be a valuable addition.

Until they solve the obsequiousness problem, it would be vulnerable to prompt hacking, so really more of a tool for someone who recognizes the value of learning over just being given the answer.

What do folks think about using such a tool? What would you want it to do, or not do?

Aside: I forgot until I reached the end of this post, but this is also (somewhat) the plot of The Diamond Age, or A Young Lady's Illustrates Primer by Neal Stephenson.

Now that we know everyone's favorites, I'd love to hear about games that are further down the list -- the ones that don't necessarily rise to the high heights of definitive favoritedom.

So, share your eleventh favorite game this time. You know, the one that doesn't quite make it into your top 10.

Feel free to share your top 10 if you like as well, but lead with your 11th, as those are the ones I'm interested in seeing highlighted.

Have you watched any TV shows recently you want to discuss? Any shows you want to recommend or are hyped about? Feel free to discuss anything here.

Please just try to provide fair warning of spoilers if you can.

In a moment of distraction, I fell for a phishing phone call and compromised my Google account. It took me 13 minutes to realize how catastrophically stupid I am and begin frantically changing passwords. I've run the official Google "secure your account" process probably 10 times (though 9 of those times there was nothing to do). I've checked all my financial info, changed passwords on all sorts of things. As far as I can tell, other than gaining access to my Gmail, I don't think anything else was compromised.

How boned am I? I've got 2FA on basically anything remotely important, and I've had decent password hygiene (although I do use the Google password manager, so that's probably comprimised). Is there something else I should do or be on the lookout for?

A few days ago, I posted this and quickly realized that the world of data backups is far richer than just sudo rsync -av --delete --exclude=Videos /home /home_bkup.

So now I'm window shopping the top Linux-supported backup solutions: borg, duplicacy, kopia, restic and--oh look--a core borg dev just dropped his own new-and-improved solution, vykar.

Restic was the first tool I started to research, and I thought I really liked it, got as far as installing, initializing a test repo, creating a couple of snapshots. But restic seems to be, hmm, fussy about the source and destination paths, absolute vs relative paths, etc.

The fact that merely renaming a parent directory (or grandparent, or great-grandparent, etc) causes restic to treat every unchanged byte below that as brand new ... that's a recipe for giant, bloated repos, and it's unacceptable to me ... and hey, lookit that, borg does not do that. So now, restic is out and borg is in.

But what other pros v cons are there, that I haven't even realized need to be considered? What advantages/disadvantages do other apps offer? Which ones can I easily automate with nightly/hourly cron jobs? Which ones have their own even-better automated solutions?

Do I even want encryption? All of my drives/volumes are LUKS encrypted, and anything I would store remotely would also get encrypted before it ever left my LAN ... plus, I'm just a bit nervous about having the backups encrypted, requiring working, functional software to restore/recover data from them....

That may not seem like such a big concern, perhaps, but I am currently working my way thru decrypting a bunch of 10-15 year old TrueCrypt-ed volumes, which requires using an old, outdated version of VeraCrypt and a somewhat "cross-my-fingers" effort to find KeePass repos old enough (also outdated, KeePass 1.0 repos) to still contain the various passwords I used to encrypt those ancient volumes ... but also still use new enough master passwords that I can still get the KeePass repos unlocked.

With rsync, I can literally just go into any backup, find the specific version of the specific file(s) I want to recover, and manually copy it back to my workspace. Is anything like that option available in any of these deduplicated/encrypted solutions, even if they're not encrypted? If (eg) a borg repo is created w/o encryption, the data is still all just borg-specific blobs, right? Or can I navigate into the repo and just manually grab files?

Oh yeah ... for reference, the past 10-ish years, my backup routine has been to create a new, dated, destination folder, starting with a full backup of my /home folder (excluding things like Videos, Music, VMs, other bulky stuff that gets backed up separately/differently), and then running nightly diff backups into the same folder, while also maintaining a "one-day-older" second backup of the whole thing on a 2nd HDD ... then, every 3-6 months, zipping up the current backup folder and starting a new one.

At any rate, there you go; that's the kind of stuff I'm thinking about now, as I overhaul my 20-year-old, 20TB (but could be 2TB) backup system.

Any and all feedback, recommendations, tips are welcome. Danke.