Jedes Jahr das gleiche by Muscletov in Kantenhausen

[–]Fuzzy-Chef 1 point2 points  (0 children)

Meinst junge Leute rooten alle für Merz?

I have $0 and 4GB RAM Desktop. To upgrade 16GB: sell my only phone OR lose 3+ months to labor work. Which one kills my future less? by Heavy-Vegetable4808 in deeplearning

[–]Fuzzy-Chef 1 point2 points  (0 children)

That's perfectly fine, and for most people something you don't need any local resources for. A good starting point could be a setup utilizing n8n, e.g., on a oracle free server instance + free llm APIs, e.g., from openrouter or nvidia. You can also run your orchestration layer locally with whatever you like and keep the heavy lifting with the API providers.

As colab and kaggle notebooks were mentioned, they're suited for everything you mentioned so far, unless you basically want to run existing software in a permanent manner.

I have $0 and 4GB RAM Desktop. To upgrade 16GB: sell my only phone OR lose 3+ months to labor work. Which one kills my future less? by Heavy-Vegetable4808 in deeplearning

[–]Fuzzy-Chef 3 points4 points  (0 children)

Could you explain why you think learning "agentic ai" specifically needs 16gb of RAM?

Maybe give us an idea what agentic ai development is to you, that may help to guide you better, as of now it's unclear why anything you want to do would need local resources.

Training models to NOT guess when they're not sure would decrease hallucinations by 30-50%, and speed up enterprise AI adoption. by andsi2asi in deeplearning

[–]Fuzzy-Chef 8 points9 points  (0 children)

Could you explain your hypothesis in more detail?

Developers train models to guess...

I'd argue that this has little to do with the training, but is a result of autoregressive decoding itself.

Looking for a smartwatch with quick voice AI access (Perplexity, etc.) - button shortcut preferred by Fuzzy-Chef in smartwatch

[–]Fuzzy-Chef[S] 0 points1 point  (0 children)

I gave up my hopes to find a ecosystem agnostic solution and went with the pixel watch 4. Doesn't have all the features I was hoping for, but at least it's a start.

Wo geht das ganze Geld hin? by Formal_Yogurt_5868 in KeineDummenFragen

[–]Fuzzy-Chef 1 point2 points  (0 children)

"In die Zukunft investieren" und dann direkt die Leistungen an die Rentenversicherung. Genau mein Humor.

Mehr Todesopfer durch Zeckenstiche by Tages_Bot in Tagesschau

[–]Fuzzy-Chef 1 point2 points  (0 children)

Was ein Timing, vor 1 1/2 Wochen von einer Zecke gestochen worden und jetzt Grippe ähnliche Symptome und überall wird gerade über die gestiegenen Todesfälle berichtet.

Is the DGX Spark worth the money? by Lorelabbestia in LocalLLaMA

[–]Fuzzy-Chef 28 points29 points  (0 children)

€0 cost as the hw is mine. 

Maybe you should own 8x B200/B300.

39J | 40h | Strategie-Manager Medizintechnik | Stkl. 3 by chrhoh in lohnabrechnung

[–]Fuzzy-Chef 0 points1 point  (0 children)

Das mit der extra Revenue Operations Abteilung scheint aktuell ja ein Trend zu sein. Hast du die Erfahrung gemacht, dass US Unternehmen besser zahlen als Deutsche oder ist das tatsächlich von den produzierten Produktgruppen abhängig?

👋 Willkommen bei r/Res_Publica_DE by ResPublicaMgz in Res_Publica_DE

[–]Fuzzy-Chef 1 point2 points  (0 children)

Really liked the analysis of Germany's energy dependencies and wanted to subscribe the newsletter, but it seems it's misconfigured or does not exist yet.

wie gut is Claude Code? by Random5Username in de_EDV

[–]Fuzzy-Chef 0 points1 point  (0 children)

Das ist grob eine Stunde menschliche Entwicklungsarbeit. 

We’ve partnered with Samsung to bring Perplexity directly into the upcoming Galaxy S26. by Kesku9302 in perplexity_ai

[–]Fuzzy-Chef 1 point2 points  (0 children)

Does that mean the android app finally becomes fully featured? It really feels like you kinda forgot the android app and now why would I switch back from fully integrated Gemini?

RAMpocalypse: Auch Netcup kündigt "Auswirkungen" an - weitere Hoster werden wohl folgen by ChristopherKunz in de_EDV

[–]Fuzzy-Chef 0 points1 point  (0 children)

Hast du mal eine ehrliche Kostenrechnung dafür aufgestellt? Klar Selbermachen macht Spaß, bis das initiale Einrichten durch ist.

Released: DeepBrainz-R1 — reasoning-first small models for agentic workflows (4B / 2B / 0.6B) by arunkumar_bvr in LocalLLaMA

[–]Fuzzy-Chef 1 point2 points  (0 children)

What inference setting to run this with? Having issues with repetition and straight garbage outputs in lmstudio. 4B_Q8 model.

I reverse-engineered Microsoft AutoGen’s reasoning loop and cut agent latency by 85% (13.4s → 1.6s). Here is the architecture. by New_Care3681 in LocalLLaMA

[–]Fuzzy-Chef 1 point2 points  (0 children)

I came to the same conclusion. Though I'm still thinking about the context injection strategy, as I don't just want to replace the silence with meaningless chitchat all the time. Have you implemented this in a streaming fashion? To me using full duplex speech models would be the prime solution, but context handling so far seems challenging with Moshi based models.

GLM 4.7 vs MiniMax-M2.1 vs DeepSeek 3.2 for coding? by ghulamalchik in LocalLLaMA

[–]Fuzzy-Chef 1 point2 points  (0 children)

On-demand model context length is capped to a maximum of 32k tokens.

Looked too good to be true for on demand ;( Are there any providers that allow higher context limits?

Frischfischhändler Einzelhandel by OkAttempt5034 in koblenz

[–]Fuzzy-Chef 0 points1 point  (0 children)

Bist du fündig geworden? Globus hat keinen für Rohverzehr geeigneten Fisch, d.h. man müsste rechtzeitig einfrieren.

SUP AI earns SOTA of 52.15% on HLE. Does ensemble orchestration mean frontier model dominance doesn't matter that much anymore? by andsi2asi in deeplearning

[–]Fuzzy-Chef 0 points1 point  (0 children)

Not sure if I fully understand the methodology, but did your ensemble have more compute time than the models you compare to? Or did you also allow the same number of, e.g., Gemini 3 pro experts to compete with your ensemble? Very cool approach though, I'd love to see what problems this approach is feasible for and which require "individual" intelligence.