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Sharing "cull" : my open-source dataset tool for image scraping & classification & captioning pipeline
I open-sourced a tool I built and am maintaining called Cull. It’s a machine curation engine for AI …
Is HIPfire worth it for Strix Halo?
Did anyone evaluate HIPfire for long context sizes (100k+) and quality, for Strix Halo? It apparentl…
Hermes Agent is now #1 most used globally in past 24 hours in Openrouter global token metrics, above Claude Code and OpenClaw.
Hermes Agent now processing more tokens per day than both OpenClaw and Claude Code according to Open…
MTP benchmark results: the nature of the generative task dictates whether you will benefit (coding) or get slower inference (creative) from speculative inference. No other factor comes close.
I recently published MTP quants of Qwen 3.6 27B and I was suprised by the reports here on reddit, an…
How does llama-server pick which MoE experts go on the GPU and which stay on the CPU?
If you are using a MoE model that does not fully fit in your GPU, some of the experts must stay on t…
Switched from OpenCode to Pi - What Settings/Plugins would you recommend?
Hey, so I just switched from OpenCode to Pi. Main reason was just the speed and the "bloated" system…
Benchmarking AI persistent memory server against connected memory.
Retrieval of only semantically similar memories using vector search is not sufficient to build an ho…
Running Qwen3.6 35b a3b on 8gb vram and 32gb ram ~190k context
If anyone is looking for a good high-speed setup with ~190k context, this config has been working in…
DeepSeek-V4-Flash W4A16+FP8 with MTP self-speculation: 85 tok/s @ 524k on 2× RTX PRO 6000 Max-Q
TL;DR: DeepSeek-V4-Flash running at 85.52 tok/s @ 524k ctx and ~111 tok/s @ 128k single-stream on 2×…
It's the little things....and I'm an idiot
2 years in and I'm still learning basics. Building a new rig - pulled a 8GB ddr5 stick out of my win…
Anybody else noticing how good gemma-4-26b-a4b is with one-shotting three.js?
I wrote up this little python app to cycle through a bunch of prompts like this: Single HTML file …
Deepseek tui alternatives, when do you jump from single model terminal agents
Been using Deepseek-Tui for days. solid for v4 workflows. But the constraints add up eventually. mod…