Arkin Terli

True art lies in ultimate simplification. Personal opinions. Formerly at ArgoAI, Apple, IMG, AMD, and Microsoft 🇺🇸🗽

[Arkin Terli @arkinterli]

@RaminNasibov Another World

[Arkin Terli @arkinterli]

@GregTomaselli @elonmusk Mission matters. But opportunity cost matters too. My point is simple: time is the most valuable asset in human life, so where you invest your years should have asymmetric upside… Financially, intellectually, and in impact.

[Arkin Terli @arkinterli]

@elonmusk It’s too late to join SpaceX because the valuation has already skyrocketed, and most of the big leadership opportunities and high-impact roles have already been taken.

[Arkin Terli @arkinterli]

@realamlug @schteppe Very promising.

[Arkin Terli @arkinterli]

Sharing AIX, a lean PyTorch inspired C++20 ML framework I have been building in my free time.

Starter examples include OpenAI GPT-2 and evolution based NeuralNets. You can build LLM capable apps as small as ~1MB.

It is highly readable, tested against Torch, easy to extend, and has zero external dependencies.

Supports tensors, autograd, neural nets, optimizers, and optional Apple Metal acceleration device.

https://t.co/ZN67MUxEHr

Questions or feedback? Feel free to reach out.

#ml #framework #pytorch #cpp #llm #ai

[Arkin Terli @arkinterli]

@BigBrainBizness 100%

[Arkin Terli @arkinterli]

@rohanpaul_ai You would expect such a good design from Apple, but someone else made it.

[Arkin Terli @arkinterli]

@odysseyml Very cool!

[Arkin Terli @arkinterli]

@thdxr @AArdvarkErick Does compaction lose the original message? If not, can an agent have a setting to keep it?

[Arkin Terli @arkinterli]

@BigBrainBizness 💯

[Arkin Terli @arkinterli]

@johnennis Enjoyed reading your article, and couldn’t agree more.

[Arkin Terli @arkinterli]

@CuriosityonX @grok What movie best captures this?

[Arkin Terli @arkinterli]

Our society is built around profit and competition. If aliens arrived, one of the first things humans would likely do is study their technology and try to turn it into economic or military advantage. A civilization advanced enough to travel between stars would probably understand this risk. They may already know that contact with Earth could be dangerous or unpredictable for them, so avoiding direct interaction might be the safest choice.

[Arkin Terli @arkinterli]

@Kalshi Amazing!

[Arkin Terli @arkinterli]

@pmarca 💯

[Arkin Terli @arkinterli]

@OpenAI Wow!

[Arkin Terli @arkinterli]

@ThoNg676733 💯

[Arkin Terli @arkinterli]

@garrytan Kudos!

[Arkin Terli @arkinterli]

@simplifyinAI Very cool!

[Arkin Terli @arkinterli]

@Zai_org Great model, but it breaks down above 100k context.