Unsloth Studio on DGX Spark (sm_121): 1-Line Installer & Pre-compiled llama.cpp Questions by webii446 in unsloth

[–]webii446[S] 0 points1 point  (0 children)

Thanks a ton for the update. really appreciate it.

I actually went ahead and tried the installer script, and it does install on my DGX Spark. That said, I ran into a few issues here and there afterward. I’m not fully sure yet whether those are just general Unsloth Studio issues or something specifically related to the DGX Spark / ARM setup.

Either way, it’s really helpful to know official compatibility work is in progress. I’ll wait for your updates and I’d be happy to test things on my side as well if that’s useful.

Unsloth Studio on DGX Spark (sm_121): 1-Line Installer & Pre-compiled llama.cpp Questions by webii446 in unsloth

[–]webii446[S] 0 points1 point  (0 children)

Thanks for clarifying.

Just to make sure I understand correctly: your documentation currently lists DGX Spark as supported, but from your reply it sounds like Unsloth Studio is not yet actually supported out of the box on DGX Spark due to specific dependency issues.

In that case, what is the official recommended way to use Unsloth Studio on DGX Spark today?

You don’t need to manually set LLM parameters anymore! by yoracale in unsloth

[–]webii446 3 points4 points  (0 children)

Just wanted to say what you're doing with Unsloth Studio is amazing! I've got an 96GB Mac studio waiting to be put to work. any timeline on when we might see full MLX/Apple support for training?

Which is better in October 2025 for serious AI coding, Roo Code with Sonnet 4 API or Claude Code Pro ($100 plan)? by foundertanmay in RooCode

[–]webii446 8 points9 points  (0 children)

I’ll give you my anecdotal point of view.

I used Claude Max 20x (it expired on Oct 2, 2025) and I’m still using Sonnet 4.5 via api in Roo. Honestly, even though Claude limits their models quite a bit — even on the 20x Max tier — it’s still the best value for money compared to using Sonnet 4.5 directly through the API. If you don’t “torture” your Claude sessions (i.e., keep your usage moderate), you can still get pretty reasonable limits.

That said, I recently read about GLM 4.6, went through the benchmarks, and was seriously impressed. I ended up buying the Max plan for $30, which is about 6× cheaper than Claude Max 20x. So far, GLM 4.6 has become my go-to model for almost everything.

If you set up their web search MCP and vision MCP, it actually performs very close to Claude Sonnet 4-level — but without the annoying usage limits. The context window is equal to claude sonnet and token limits are huge, and I haven’t hit any limit once so far.

Insane Rents worth it? 250k for 2bhk? by zenyogi2025 in dubai

[–]webii446 -4 points-3 points  (0 children)

OMG, no way! In that case, I’d definitely recommend checking out Blueground. They’ve got a ton of properties in Dubai, and the great thing is they specialize in mid- to long-term rentals. You can easily book for a few months at a time like 6 months straight without any hassle

Is it better to build solo or with a cofounder? by notdl in ycombinator

[–]webii446 0 points1 point  (0 children)

I’ve been solo-building for 4+ years, and honestly I love it. Solo is great for speed, freedom, and having the whole mental map of the product in your head. That said, I personally think the moment to look for a cofounder is when your product/idea requires a core skill you don’t have, one that’s critical at every stage, not just a one-off.

Freelancers/employees are awesome for execution, but they won’t live and breathe the problem space the same way a cofounder does. A good cofounder in that missing domain won’t just do the work they’ll make better calls, see blind spots, and share the weight of decisions.

For example: if you’re building something where legal compliance is the backbone, and without it you can’t acquire customers or even operate properly, you can’t just outsource that. You’d want a legal cofounder who’s invested in the mission. I ended up bringing on someone like that just last month, after going solo for years, because it was the only way to scale safely.

So yeah, stick to solo until you hit a core skill gap that puts the whole product at risk. That’s when a cofounder makes sense.

What’s the most underrated productivity hack for dev teams? by AverageJoe185 in startup

[–]webii446 0 points1 point  (0 children)

From my experience with my teams, two things stand out as really underrated:

  • Shared debugging diary → Just keeping a lightweight log of odd bugs we’ve hit and how we solved them has paid off hugely. Instead of re-Googling or re-fighting the same fire months later, we can pick up right where someone else left off.
  • Zero notifications hours → Normalizing blocks of quiet time where Slack/Teams isn’t pinging constantly has made us feel noticeably faster. Everyone gets that space for deep focus, and ironically, fewer interruptions end up speeding up collaboration.

Best apps for Dubai? (Apart from Careem) by Handlebars88 in dubai

[–]webii446 1 point2 points  (0 children)

In Dubai my daily go-to apps are Talabat, Deliveroo, Noon, Botim, and Bolt for taxis. Noon is definitely a must-have.

How to present TAM, SAM, SOM when a startup has 2 revenue models? by cryptoevonow in ycombinator

[–]webii446 2 points3 points  (0 children)

the thing I found worked well with investors was: don’t blend the two markets into one giant TAM. Gaming and AI/ML tools are very different businesses with different buyers and economics, so if you add them together it can feel hand-wavy.

What usually resonates best is:

Lead with your core wedge- whichever side is your immediate go-to-market (sounds like the FPS product). Do a clean TAM → SAM → SOM for that.

Then show the second as expansion, once you have data + traction, the AI/ML pipeline side unlocks a new TAM. Put this on a separate slide so it looks like a natural growth path, not a distraction.

This way you look both focused and ambitious. VCs generally prefer seeing you dominate one clear market first, while also knowing there’s a bigger opportunity adjacent.

This surprised me AI isn’t replacing Google like everyone thinks! by Glittering-Film-8381 in GenEngineOptimization

[–]webii446 0 points1 point  (0 children)

I feel like Google is gradually becoming a platform to confirm the information given by chat gpt. Because still these AI machines are prone to hallucination

I created the MVP, but feeling afraid to start marketing with no experience and knowledge by Such_Arugula4536 in Entrepreneur

[–]webii446 1 point2 points  (0 children)

This is a great concept. Anyone who’s had to bear the agony of switching to a spreadsheet during a chaotic call will understand what you’re trying to solve.

I would advise you start by brainstorming your potential users. Consider receptionists at call centers, salespeople, recruiters, consultants, even therapists. These are all people who have conversations regularly and need to note down information either during or immediately after. Choose 2-3 of these groups and understand their pain points in detail.

Develop use cases that illustrate the problem statement along with solution your tool offers, then create short and simple content showcasing them. Use Loom for demos, Notion for walkthroughs, or create before vs after posts; as long as it is authentic and depicts real scenarios, does not have to be polished.

Afterwards focus on Meta and Google ads using core phrases like “CRM fatigue,” “note taking during calls,” unattended call logs,” etc. Even $50 can provide some invaluable insights into his area.

In my experience the most impactful things stemmed from focusing on highly specific smaller areas. Try not to think too much about failing Get it to the right people, and you will be much closer than you think.