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Gemini 3 Deep Think    X    3d Printing  👀
(complex organic shape)   

84.6% ARC-AGI-2

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1987 - Backpropagation
1989 - CNN
1998 - LeNet
2007 - CUDA ⍢
2009 - ImageNet
2011 - ReLU
2012 - AlexNet
2014 - GANs
2015 - TensorFlow
2016 - PyTorch
2017 - Transformers ⍢
2018 - GPT
2019 - GPT-2
2020 - GPT-3
2022 - InstructGPT
2022 - ChatGPT
2023 - Claude
2024 - Mistral
2025 - Gemini
2026 - Grok

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AI Factory -> Pre-trained -> Transformers -> Finetune -> Mistral -> reinforcement learning ->  Mistral_Instruct

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LLM : Compress human knowledge into matrices

 ᛡ 2026 Transformers World

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when you train an LLM with local GPUs

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old day finetune mistral

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Your favorite terminal with native git worktrees.

ghostree.dev

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Cloudflare Sandbox

Sandboxes are ideal for building AI agents that need to execute code, interactive development environments, data analysis platforms, CI/CD systems, and any application that needs secure code execution at the edge. Each sandbox runs in its own isolated container with a full Linux environment, providing strong security boundaries while maintaining performance.

npm i @cloudflare/sandbox

sandbox.cloudflare.com

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Build, cable, and automate. Assemble racks, servers, and switches, connect enough capacity for each app, earn money from processed data, and unlock gear and bigger customers with XP and reputation. Follow colored data packets as your center comes to life.
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Anemoiapolis exists in the uncanny valley of American architecture -- endless carpeted floors and lonely malls.
Escape for your life, and enjoy the scenery.

youtube.com/watch?v=ZzmENbOqfaE

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Liminal Dream

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Docker Sandboxes

Secure agents with dedicated microVMs using hypervisor-based isolation. Only project workspaces are mounted, protecting the host while allowing nested Docker and system package installation. Workflows run unattended, and sandboxes can be instantly reset if issues arise

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Deno Sandbox

Safely run untrusted code with Deno Sandbox's lightweight Linux microVMs. Offering defense-in-depth security, they boot in under a second via JS or Python SDKs. Interact seamlessly through SSH, HTTP, or directly within VS Code.

deno.com/blog/introducing-deno-sandbox

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Vibe

Instantly spin up zero-config Linux VMs on Mac to sandbox LLM agents. Vibe enables safe "YOLO" mode, allowing agents full control without risking your host. More secure than containers, this lightweight Rust tool (<1MB) ensures total isolation.

github.com/lynaghk/vibe

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