Full Context @fullctx
1 line is all it takes, Local models, Agents, The full context, building & breaking in public. github.com/thefullctx 127.0.0.1 Joined November 2010-
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@wikiwayne Stealth model on opencode. I think it’s minimax m3.1?
I think the physics on the leaves and wind are okay but it doesnt come close to Sonnet 5.5. I used your exact prompt and made this with Space Bunny. This is one shot.
I gave Sonnet 5.5 a hard one: build an autumn foliage simulator in a single HTML file. Layered paper-cutout look. Big tree, rolling hills, grass. Rough-edged paper, grain, soft shadows. 1,500+ leaves that flutter down (not straight down) and pile up. Drag a finger to make a gust
RTX Pro 6000 users rejoice! 😎 One card capped at 250W is pushing roughly 1,233 code tok/s and 882 chat tok/s across eight streams on the 27B with DFlash2 and NVFP4, using greedy decoding. Thank you @machinegenie for giving us access to see what TensorFold can do. 0.6.2 has even more to give! 🤯 Also we will be we adding support for 3090’s.
@wikiwayne Let me try this prompt with a different model.
I gave Sonnet 5.5 a hard one: build an autumn foliage simulator in a single HTML file. Layered paper-cutout look. Big tree, rolling hills, grass. Rough-edged paper, grain, soft shadows. 1,500+ leaves that flutter down (not straight down) and pile up. Drag a finger to make a gust that blows falling and settled leaves and shakes the branches. Wind slider. Regrow button. 60 fps on iPhone. The result: a 23 KB file that ran on the first try. The leaves did everything I asked. It looks stellar. Totally nailed it. Setup: I ran it through the Nous Research portal, with my Hermes agent as the orchestrator. Full prompt and in the first comment.
@HermesWatcher I can confirm, i have just updated to latest version. Its way faster than it was.
@MichaelGannotti Let us now how its working out for you. We can’t keep up anymore 😅
@tylermayberry @MichaelGannotti Hahah, same here. I always thought 16GB was enough a couple of years ago. Now I'm on 48GB RAM on my MacBook and still think I should have gone with more.
Now I really want to see these three tested on the same real-world agent tasks: Jev vs Clef vs Laya. Same hardware. Same tasks. Same conditions.
Cloudflare just dropped Clef! If you’ve been following the whole Jev / Laya decision-model thing, this is definitely worth checking out. Here’s a quick breakdown 🧵 huggingface.co/Cloudflare/clef
On the same benchmarks, Cloudflare reports Clef substantially ahead of Laya on several quality metrics. So the tradeoff is pretty interesting: Clef → higher reported decision quality Laya → dramatically lower latency And Clef is open-weight under Apache 2.0.
Cloudflare’s Decision Index reports these median latencies: Clef: 209 ms Jev: 524 ms Laya: 5.8 ms 🤯 That Laya number is absolutely wild. But speed isn’t the whole story.
Clef is API-compatible with Jev/SystemOne. So if you’re already building around that interface, experimenting with Clef should be relatively straightforward.
Clef is a 27B multimodal decision model built on Qwen3.8-27B. Instead of generating text, it takes a state + typed questions and returns probabilities for the allowed answers. No free-form text. No output parsing.
It’s blowing up! The community is growing, the support is growing, and you’re absolutely right about mastering one thing before trying to master a couple things mediocre. “I fear not the man who has practiced 10,000 kicks once, but I fear the man who has practiced one kick 10,000 times.” Bruce Lee 🥋
TensorFold flew under my radar, and it shouldn’t have. I’ve been on vLLM for a while and if you’re running local models on a DGX Spark, this one is worth knowing about. It’s from @ashxhart, who spent months on a different idea of inference: don’t treat the whole model like it has to live in memory all the time. Stream the weights, keep the resident footprint smaller, and spend that memory on context. There’s an MLX path for Apple Silicon and a CUDA path for Spark. The CUDA side is narrow on purpose. Hand-written kernels for Qwen3.8-27B, Qwen3.8 Flash Next, and GLM-5.3-Flash, built around speculative decoding and CUDA graphs.
@jayleaton @landontgreen 😂😂😂 i actually trying to learn more about benchmarks. But its at a slow pace, but i want to cover benchmarks too in the near future.
@jayleaton @landontgreen I have just recently found out about tensorfold 👀, didnt run any benches yet. But it feels solid and consistent so far. Will soon follow up with real tests.
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