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how do we collectively use technology…

to map our future…

with integrity…

mindful of the perspectives of others…

and future generations?
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Tom Lynch retweeted
Here's some other models you can run to Reverse Engineer Anything.

I recommend using @actualinc for inference and @NousResearch Hermes Agent for everything else.

@huggingface / @thepirateface

8GB: Huihui Qwen3.5-4B abliterated (Q4)
hf.co/huihui-ai/Huih…

16GB: Huihui Qwen3.5-9B abliterated (Q4)
hf.co/huihui-ai/Huih…

32GB: Huihui Qwen3-Coder-30B-A3B abliterated (Q4)
hf.co/huihui-ai/Huih…

64GB: Huihui Qwen3-Coder-Next 80B abliterated (Q4)
hf.co/huihui-ai/Huih…

128GB+: Huihui Qwen3-Coder-Next 80B abliterated (Q8)
hf.co/huihui-ai/Huih…
anthropic just killed the REA

it stops claude from doing it

that’s why local models are important
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rly sorry for the last 24 hrs of hiccup. we'll keep it from happening again.
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Tom Lynch retweeted
Actual is back. We migrated everything to bare metal. Service should be restored and a new update is available for your client which closes any upstream exposure to the massive amount of CVEs floating around here recently. One again, your computers were 100% safe + none of your info was ever public or leaked in any way. Sorry for the downtime but doing it this way was the only way. The team were like organized but feral wolves today
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No need to pick low latency mode with e

We auto adapt to what you want

We already know whats best
Introducing SGLang Low-Latency Mode, built with @NVIDIAAI and @AMD.

On DeepSeek-V4.1-Flash with DSpark, it delivers up to 1.38× P90 per-user token speed on NVIDIA GB300 (671 to 928 tok/s) and 1.56× on AMD MI355X (332 to 516 tok/s) in @SemiAnalysis_'s AgentX trace replay.
overlapping kernels cut decoder layer time from 96.8 to 68.4 µs
- AMD: 2 persistent kernels per layer replace dozens of small ones, with cross-GPU communication overlapped inside them.
- New plugin system: custom kernels plug in from external libraries, with automatic fallback.
- Low-latency kernels for GLM-5.3, K3, and MiniMax M3 are in progress and will plug in next.
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Tfw the FP8 of e is more performant than vllm’s nv4 ✌️😭🤣
e now supports

- nemotron NVFP4
- GLM 5.3 NVFP4

for your GB300 station

We took time and care to make sure our NVFP4 was done right

throughput beat the hell out of everyone

your loss if you own a station and dont use actual.
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e now supports

- nemotron NVFP4
- GLM 5.3 NVFP4

for your GB300 station

We took time and care to make sure our NVFP4 was done right

throughput beat the hell out of everyone

your loss if you own a station and dont use actual.
Actual Computer turns your NVIDIA DGX Station into a department-scale AI factory.

Read the full case study:
actual.inc/company/blog/c…
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Pls iphone preorder gods

Shift my iphone duo preorder

Date to 2026
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Get even higher TPS for your station with @actualinc

The highest throughput engine for the dgx station
dario begged me in dms to not do agent swarms at home but whatever, this is nemotron 120B A12B running 64 concurrents at a bit over 100 tok/sec each for an aggregate of almost 7K tok/sec on a single GB300 (Asus DGX Station)

believe it or not, the agents did NOT magically just t tho. weird.
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Tom Lynch retweeted
all models on models.actual.inc (even the decision models) use toks as the tokenizer now
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I think its funny how normies are in love with “ZDR” and crypto people are obsessed with “confidential compute”

But neither has gotten excited about real privacy yet

Own your computer
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If you run a business in nyc with a token bill that wont stop growing i want to talk
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i love hermes agent
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These things are so fast
RTX Spark is now available for purchase!

The first laptop that can do it all - it's thin, light, has good battery, has lots of memory for AI, it can game, it can create... Simply put, it's the best Windows Laptop.

youtube.com/watch?v=vJvFta…
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Nvidia DGX stations are the shape of technology from the future
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woke up and it feels like christmas

for the first time the Actual Computer twitter account has more followers than me

LFGGG
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running an agent factory reminds me a lot of a glass furnace.

for industrial glass furnaces, they never turn them off, they just run 24/7 hot because once its running, letting it cool is a total mess.

a software factory is often like that.
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my favorite part about showing e to people

is when i show them tok/s they always think theres gonna be a catch

'oh the ttft is gonna be slow'
'hmm but is its probably lobotomized'
'the slo between tokens will be sloppy'

then you look close and its all somehow better than vllm
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When serving real agent traffic

e's p95 for ttft

is near vllm's p50

thats what delivering the machine roofline really looks like
An agent swarm needs more than a fast first request. It needs the whole machine to stay responsive as agents join in.

In a single stream, e serves Nemotron 3.5 Super VL at 455 tokens per second. A fresh 8K-token prompt gets its first token back in 0.58 seconds.
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ONE e TO RULE THEM ALL
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Normally when you load a model with other leading engines, you're forced to wait minutes before you get a fully functional server.

When you use Actual thats not the case. Cold starts in less than 20 seconds and cached starts in less than 4 seconds!

best engine everrr
An agent swarm needs more than a fast first request. It needs the whole machine to stay responsive as agents join in.

In a single stream, e serves Nemotron 3.5 Super VL at 455 tokens per second. A fresh 8K-token prompt gets its first token back in 0.58 seconds.
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