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.

ghostree.dev

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

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

Liminal Dream

Liminal Spaces : ces lieux qui font flipper internet 

youtube.com/watch?v=kHJqloCfzyc

Liminal Space

@vaporama_vision