Author talks about 4k video, but AI tells me that for "4K production mastering (ProRes 422 HQ, 4:2:2, 10-bit)" the rate is under 2Gbps.

I'm not saying it's not needed, - just curious.

- 276B parameters

- 12B active parameters

Looks like not yet available on Open Router: https://openrouter.ai/thinkingmachines/inkling-small

real-world OPNsense (yea, that's not Debian) benchmarks show that even low-power Xeon-D (Skylake-D SoC) with 10G SFP+ NICs:

pushed 9.40 Gbps in plain router mode

7 Gbps with packet filtering and no rules

7 Gbps in NAT mode

5.5 Gbps with a default ruleset

I remember I misconfigured it, and can't really Google around or ask LLM to fix it, because my Internet is down now.

Of course I can use Internet on my phone, but it's not really convenient setup to ask LLM to troubleshoot the router.

It's royal pain.

Basic router setup is not hard.

Port forward to expose web server? Can be done after heavy docs&forum reading, but hair pinning never worked for me.

I checked their WiFi AP. It's UI is hard even for senior software engineer.

In the end I got opnSense installed in VM on Proxmox and it's my router for last 2 years.

I'm using 2 Mikrotik switches with their simplified UI to operate VLANs. Zero complains.

The higher quantization - the better results, but more memory is needed. Q8 is the best.

https://huggingface.co/unsloth/Qwen3.6-27B-GGUF/discussions/...

Using UD-IQ4_NL quants.

Getting 13 t/s. Using it with thinking disabled.

UI is rather confusing.

Is there similar project for image editing?

Just basic features:

- cropping

- rotating

- brightness & contrast

By the way, I'm running 400B model on my computer with 72GB VRAM: Qwen3.5-397B-A17B-GGUF/UD-Q4_K_XL getting 13 t/s. Subjectively, I feel it's runs at the level of Anthropic Claude, just slower.

The Keystone XL pipeline had been partially constructed before President Biden revoked the permit on January 20, 2021 on his first day in office. About 300 miles had been completed when TC Energy officially abandoned the project.

So, no need to make old program to work. Just write new one.

/sarcasm

Looks like this is 10 billion activated parameters / 230 billion in total.

So, this is biggest open model, which can be run on your own host / own hardware with somewhat decent speed. I'm getting 16 t/s on my Intel Xeon W5-3425 / DDR5-4800 / RTX4090D-48GB

And looking at the benchmark scores - it's not that far from SOTA (matches or exceeds the performance of Claude Sonnet 4.5)