Claude

grep -ohP "useEffect(.?[\K[^]+" **/.tsx 2>&1|tr ',' '\n'|awk 'NF{$1=$1;a[$0]++}END{for(k in a)print a[k],k}'| sort -rn| head -20

👀 yea.. go 

It started in 2007 (CUDA)

Transformers, the architecture behind ChatGPT, require billions of mathematical computations, giant matrix multiplying each other at lightning speed that must be performed simultaneously in parallel, particularly for the attention mechanism.

CUDA is the software layer that unlocks Nvidia GPUs to execute these billions of operations simultaneously

👀  @vuhlandes

Agent System

zo.computer

⥅ nico : install pi code harness on it
to get agentic coding

mistral x koyeb

perfect fit for Mistral AI’s sandboxes

🐁

NixOS  X  AGS
A framework for crafting Wayland Desktop Shells

aylur.github.io/ags

Openclaw

Browser automation is hard

One advantage of having a Mac Mini or an x86 mini PC at home is that you benefit from a residential IP address, whereas 50% of VPS IP addresses will be blocked by websites, which is very useful for web automation.

Deployment Options Compared

Austria Vibe

Openclaw
🇦🇹 Peter Steinberger

Pi agent coding
🇦🇹 Mario Zechner

openclaw spinoffs 

⟿  ironclaw, zeroclaw, tinyclaw, nanoclaw, picoclaw, nullclaw

Coding agents will always be more efficient than a system agent like OpenClaw for coding

OpenClaw uses the Pi agent SDK for coding

OpenClaw is more like a general practitioner than a neurosurgery specialist, to make a comparison

Warning

❯ Anthropic only allows the use of its API and prohibits the use of the ‘pro/max’ plans, under penalty of having your account banned

❯ OpenClaw is 400,000+ lines of vibe-coded TypeScript trying to support every messaging platform, every LLM provider, every integration simultaneously

Agent System
⟡ openclaw
└ memory
└ soul.md
└ 24/7
└ channel : telegram
└ skill-code : pi-sdk
└ skill-automation : cron/heartbeat
└ skill-browser : headless chromium (automation) / chrome extension
└ skill-api : gmail, sonos, spotify, notion, github, home assistant, bambulab, ..
⟡ zo 

Agent Coding
⟡ pi
└ read, write, edit, bash ∾

⟡ opencode
└ read, write, edit, bash ∾
└ mcp
└ diffs
└ plan-mode
└ sub-agents

⟡ claude code
└ read, write, edit, bash ∾
└ mcp
└ diffs
└ plan-mode
└ sub-agents

⟡ codex
└ read, write, edit, bash ∾
└ diffs
└ plan-mode

Agent Browser
⟡ atlas (openai)
⟡ comet (perplexity)

∾ (minimal-base)

3D printing assembly and acrylic painting, using Gemini 3 Flash to help me find the right paint colors to mix in order to stay as faithful as possible to Mario’s colors

The approval prompt was the leash
Sandboxing removes it
Agents can finally run without babysitting 👶

⌇  opencode --yolo

⌇  claude --dangerously-skip-permissions

⌇  codex --dangerously-bypass-approvals-and-sandbox

A VPS dependency is totally unnecessary

Run sandboxes on your own machine with kata / firecracker vms ?

MacOS : not native, KVM missing

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

84.6% ARC-AGI-2

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