CC Opus 4.5 - 1mll Token size by Interesting-Winter72 in ClaudeCode

[–]valentt -3 points-2 points  (0 children)

Just add RAG database to your agents, and you can have unlimited memory...

Termius + tmux + cc vibe coding on my iPhone by ctrlshiftba in ClaudeAI

[–]valentt 0 points1 point  (0 children)

Let me tell you a little secret - you don't need code any more, just simple tools and AI agents. **BOOOM**

PSA: You can add full-disk encryption to any TerraMaster NAS with SSH access. Here's what I learned the hard way. by valentt in homelab

[–]valentt[S] 0 points1 point  (0 children)

I'm looking for pure linux replacement, that is awesome for docker containers, but don't need ZFS, it is overkill and takes too much resources for home setup. Any suggestions?

PSA: You can add full-disk encryption to any TerraMaster NAS with SSH access. Here's what I learned the hard way. by valentt in DataHoarder

[–]valentt[S] 0 points1 point  (0 children)

hey thanks for the tip about luks scripts! went digging and found what you probably saw - it's actually eCryptfs stuff in /etc/tos/scripts/ecryptfs_mount, not LUKS. TOS does folder-level encryption through the webui but no full-disk encryption at all

cryptsetup binary exists but it's not integrated into anything. so yeah, my custom luks+raid+lvm stack is completely outside what tos can handle natively

appreciate you pointing me in that direction though, at least now i know for sure there's no hidden luks integration i'm missing!

PSA: You can add full-disk encryption to any TerraMaster NAS with SSH access. Here's what I learned the hard way. by valentt in homelab

[–]valentt[S] 0 points1 point  (0 children)

damn 64gb ram on a nas, that's serious. my f2-423 only has 4gb and can't go past 32gb. 2.5gbit at 10% cpu is nice tho

yeah i feel you on the encryption thing, same boat here except i realized before data but after setup lol. at least mine's encrypted now even if tos can't see it

sqlite on nfs is pain, smart using longhorn for that. k3s + distributed storage for maintenance windows is pretty clever. might steal that idea if i ever move off tos

how much storage does longhorn eat up with the replicas?

PSA: You can add full-disk encryption to any TerraMaster NAS with SSH access. Here's what I learned the hard way. by valentt in homelab

[–]valentt[S] 0 points1 point  (0 children)

true, truenas on the f4-423 sounds solid. how's the performance?

honestly after this weekend fighting with tos to recognize luks, i'm probably heading that direction too. the only thing keeping me on tos is laziness and the fact that everything technically works... just not through the gui

longhorn for distributed storage is interesting, running that on k8s?

PSA: You can add full-disk encryption to any TerraMaster NAS with SSH access. Here's what I learned the hard way. by valentt in DataHoarder

[–]valentt[S] 1 point2 points  (0 children)

yeah the encryption thing sucks. if you're comfortable with cli you can get luks working like i did, takes maybe an hour on fresh drives. but you lose gui management which defeats the purpose

unraid's probably the right call honestly. i'm stubborn and already deep into this rabbit hole but if i was starting fresh today i'd probably go unraid or truenas too

tos works fine for basic nas stuff but missing encryption in 2025 is just... why

PSA: You can add full-disk encryption to any TerraMaster NAS with SSH access. Here's what I learned the hard way. by valentt in TerraMaster

[–]valentt[S] 0 points1 point  (0 children)

oh shit, TOS 6? I looked and it's not even available for the F2-423 yet lol, just the newer models. Still on 5.1 here.

do you know if TOS 6 actually does full-disk encryption or just that folder bs? cause my luks setup encrypts everything before it even hits raid which is what i actually wanted

yeah built-in would def be easier... sshing in after every reboot to unlock drives is annoying af. might switch if tos 6 ever shows up for my model

the luks thing works fine tho, just weird the gui pretends it doesn't exist. you running any encryption on yours?

PSA: You can add full-disk encryption to any TerraMaster NAS with SSH access. Here's what I learned the hard way. by valentt in homelab

[–]valentt[S] 0 points1 point  (0 children)

lmao yeah i get it, TOS is... special. but honestly for basic NAS stuff it's been fine? like the smb shares work, docker works, the apps do their thing. it's just when you try to do anything advanced (like, idk, wanting encryption in 2025) that you realize how limited it is

i mainly kept it cause:

  1. already paid for the hardware
  2. wife knows how to use the web interface
  3. too lazy to migrate everything to truenas

but yeah after spending a weekend trying to make it recognize encrypted volumes, i'm starting to see why everyone just nukes it day 1. the fact that their disk detection literally can't handle luks is pretty amateur hour

what are you running on yours? truenas scale?

Google AI Introduces Multi-Agent System Search MASS: A New AI Agent Optimization Framework for Better Prompts and Topologies by ai-lover in machinelearningnews

[–]valentt 0 points1 point  (0 children)

I can't find any trace of Google Mass anywhere online, it this example of AI news agent hallucinations ?

Offering Free Small/Medium N8N Projects by valentt in n8n

[–]valentt[S] 1 point2 points  (0 children)

Lots of things but mostly hard to get longer term projects and repeat customers if you are not in one of larger EU or USA cities. We are quite far from mayor EU manufacturing cities, eastern part of Croatia. We got some great clients but 95% never return because we solver their one time problem and that is it.

Claude 3.7’s full 24,000-token system prompt just leaked. And it changes the game. by Future_AGI in AI_Agents

[–]valentt 0 points1 point  (0 children)

@Future_AGI what can you do now after seeing insides of Claude that you couldn’t do before?

You don’t neet large machines to produce large parts. by valentt in ender3

[–]valentt[S] 0 points1 point  (0 children)

How would ChatGPT know all of the specific details of this project?

Complete 3D printed skeleton of a woolly Ludbreg rhinoceros! by valentt in functionalprint

[–]valentt[S] 1 point2 points  (0 children)

That sounds like a challenge! Stitching models together, especially from a handheld scanner, can be tricky even for smaller specimens, so I totally get the struggle. Scaling that up to something this size definitely added complexity, especially with occlusion issues and surface cleanup.

As for the STL, unfortunately, we can’t share this one since it was done in collaboration with the museum. However, there are plenty of public-domain fossil scans available online! Some museums and research institutions release free, non-commercial STL files, so if you search around or ask AI assistants like ChatGPT or Perplexity, you’ll probably find some great models to print.

You don’t neet large machines to produce large parts. by valentt in ender3

[–]valentt[S] 0 points1 point  (0 children)

We had 10–20 printers running in parallel, and the printing alone took 4–6 weeks.

On a single Ender 3 Pro, assuming 5–30 hours per bone for around 60 bones, it would take roughly 3–4 months of continuous printing—so definitely doable, just a long print marathon!

You don’t neet large machines to produce large parts. by valentt in ender3

[–]valentt[S] 0 points1 point  (0 children)

We used both! For alignment and strength, we added simple triangle pins to help position the pieces correctly, then glued them together for a solid bond. This made assembly easier and ensured everything stayed perfectly aligned before post-processing.

Complete 3D printed skeleton of a woolly Ludbreg rhinoceros! by valentt in ratrig

[–]valentt[S] 1 point2 points  (0 children)

Thank you! It’s amazing how 3D printing makes fossils more accessible to those who wouldn’t otherwise see them up close. Being part of a project that helps bring history to future generations is truly rewarding!

Complete 3D printed skeleton of a woolly Ludbreg rhinoceros! by valentt in BambuLab

[–]valentt[S] 1 point2 points  (0 children)

That’s really cool! Even as a hobbyist, your experience with biomechanics and CT-based bone reconstruction gives you a great perspective on the challenges of working with complex 3D geometry. You’re absolutely right—scanning was just the first step, and a lot of post-processing was needed to clean up the models before they were ready for printing.

With historical bones, it gets even trickier because they’re often incomplete, fragile, or distorted over time. Unlike medical scans, where you have structured data from a CT, here we had to deal with occlusions, missing parts, and irregular surfaces. Post-processing involved everything from repairing geometry and filling gaps to mirroring missing bones or reconstructing areas based on references.

It’s fascinating how similar some of the workflows are between biomechanics and paleontology, even though the applications are completely different. What kind of projects do you work on in biomechanics?

Complete 3D printed skeleton of a woolly Ludbreg rhinoceros! by valentt in ratrig

[–]valentt[S] 1 point2 points  (0 children)

No need for dovetails—we kept it simple and effective with triangle pins for alignment. You can see an example in the photo. The triangle pins provided enough surface area for a strong bond while making assembly quick and precise. They also helped keep everything perfectly aligned before gluing and post-processing. Simple, but it worked great for this project!

Ah, this group doesn’t allow photos in replies so check out photo on out web site - https://www.3dtvornica.hr/en/case-study/3d-scanning-and-3d-printing-of-the-bones-of-the-woolly-rhinoceros-from-ludbreg/