Makes sense from the user side. I've run the same Hermes Agent on Grok 4.7 and on a local Qwen quant, and both caught the same trap in a multi-step cost calculation. Being able to swap the model underneath is probably a good part of that fork count.
Replying to @witcheer
Nice one. A single multi-step Hermes task of mine ran 9 model calls and about 25k output tokens on a local Qwen backend, so scrolling the session to find the bad step would get old fast. Does it read sessions the same way whatever model wrote them?
Replying to @0x0SojalSec
The other end of the range works too. On a 16 GB RTX 5080, Qwen3.8 Flash Next at IQ1_M gave me 77 tok/s decode and about 3k tok/s prefill, and it still got a multi-step Hermes Agent task right, tool calls included. Write-up: xitter.cf/bertdev/status/2114378…
Replying to @techNmak
Fitting the weights is half of it; for agents it's tok/s across dozens of calls. I went the other way on a 16 GB RTX 5080: Qwen3.8 Flash Next at IQ1_M in about 15 GiB of VRAM, 77 tok/s, and a multi-step Hermes task still came out right. Write-up: xitter.cf/bertdev/status/2114378…
Replying to @Thom_Wolf
The test I'd want is a quant that fits one consumer card. Qwen3.8 Flash Next at IQ1_M on a 16 GB RTX 5080 still got a multi-step Hermes Agent task right, cost trap included. If Nanbeige 33B holds up at that size, it gets interesting.
Replying to @peter_szilagyi
Same split here. The local side doesn't have to crawl, though: Hermes on one 16 GB RTX 5080 with Qwen3.8 Flash Next at IQ1_M did 77 tok/s with speculative decoding, and a multi-step task took 6.4 min vs about 4 on Grok 4.7. Notes: xitter.cf/bertdev/status/2114378…
Replying to @phuctm97
Hermes itself is the light part; the model is where the hardware goes. I pointed it at Qwen3.8 Flash Next at IQ1_M on one RTX 5080: about 15 GiB of the 16 GB VRAM, 77 tok/s, and the multi-step task still came out right. Notes: xitter.cf/bertdev/status/2114378…
Replying to @filicroval
The Coder variant of the same model runs on one RTX 5080, squeezed to IQ1_M to fit 16 GB: one Hermes agent at 77 tok/s, 70% draft acceptance, multi-step task still right. Never tried eight at once; the Spark's memory makes that a different game. Notes: xitter.cf/bertdev/status/2114378…
Replying to @witcheer
Curious how recorded skills replay on a local backend. I ran Hermes on Qwen3.8 Flash Next at IQ1_M on one RTX 5080, and multi-step tool use held up at 77 tok/s. Write-up: xitter.cf/bertdev/status/2114378…
Replying to @terminulll
I hope to see a significant improvement in intelligence density per GB.
Full write-up, with the task, engine flags and per-call numbers: xitter.cf/bertdev/status/2114378…
Same agent, same multi-step task, two brains: Grok 4.7 in the cloud, and Qwen3.8 Flash Next at IQ1_M on a single RTX 5080.
Both caught the trap: the cooling upgrade improves PUE but raises the power bill 6.8%.
Local: 77 tok/s, 128k context. Grok wrote more defensive code.
Same Hermes Agent, two backends: Grok 4.7 in the cloud and a heavily quantized Qwen3.8 Flash Next running locally on an RTX 5080.
Replying to @Rainmaker1973
At one sixth of a g, the hard part is landing gracefully. Firefly's Blue Ghost managed it in Mare Crisium in March 2025, with an SD card carrying a Doge Astronaut artwork I made. The dog has had no complaints about the gravity.
Replying to @NASAArtemis
The dark oval near the Moon's eastern edge tonight is Mare Crisium. Firefly's Blue Ghost has sat there since March 2025, and a capsule aboard it holds an SD card with a Doge Astronaut artwork I made. Easy to spot: the sea, not the dog. xitter.cf/bertdev/status/2113670…
Replying to @amazing_physics
Since Apollo 11 the Moon has collected footprints, flags, rovers and, as of 2 Mar 2025, one meme. Firefly's Blue Ghost landed in Mare Crisium with an SD card carrying a Doge Astronaut artwork I made. Not a giant leap, but it made the trip.
Replying to @AstronomyNow
Tomorrow, find Mare Crisium, the dark oval near the Moon's eastern edge. Firefly's Blue Ghost landed there on 2 Mar 2025 with an SD card carrying a Doge Astronaut artwork I made. No telescope will show it, but now you know where to look. xitter.cf/bertdev/status/2113670…
Replying to @zone_astronomy
Moonlight's 1.3 seconds is close enough that the Moon now gets deliveries. Firefly's Blue Ghost landed in Mare Crisium on 2 Mar 2025 with an SD card carrying a Doge Astronaut artwork I made. Saturn, over an hour away, is still dog-free. xitter.cf/bertdev/status/2113670…






