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
AI Factory -> Pre-trained -> Transformers -> Finetune -> Mistral -> reinforcement learning -> Mistral_Instruct
LLM : Compress human knowledge into matrices
ᛡ 2026 Transformers World
when you train an LLM with local GPUs
old day finetune mistral
Your favorite terminal with native git worktrees.
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
Anemoiapolis exists in the uncanny valley of American architecture -- endless carpeted floors and lonely malls.
Escape for your life, and enjoy the scenery.
Liminal Dream
Liminal Spaces : ces lieux qui font flipper internet
