behindthegarage

The OpenClaw Operating System: A Layered Guide

How to build a complete AI collaboration system — from foundation to advanced patterns

The Core Insight

These aren't separate tools to adopt. They're an evolved system where each layer depends on the one below it.

Layer 1 is the unlock. Without the right AI behavior — autonomous execution, collaboration over reminders, prototype-first — nothing else works. You can't have effective workflow if your AI waits for permission on every file. You can't have group primers if your AI doesn't maintain docs automatically.

karpathy

"""
The most atomic way to train and inference a GPT in pure, dependency-free Python.
This file is the complete algorithm.
Everything else is just efficiency.

@karpathy
"""

import os       # os.path.exists
import math     # math.log, math.exp

steipete

• Delete unused or obsolete files when your changes make them irrelevant (refactors, feature removals, etc.), and revert files only when the change is yours or explicitly requested. If a git operation leaves you unsure about other agents' in-flight work, stop and coordinate instead of deleting.
• Before attempting to delete a file to resolve a local type/lint failure, stop and ask the user. Other agents are often editing adjacent files; deleting their work to silence an error is never acceptable without explicit approval.
• NEVER edit .env or any environment variable files—only the user may change them.
• Coordinate with other agents before removing their in-progress edits—don't revert or delete work you didn't author unless everyone agrees.
• Moving/renaming and restoring files is allowed.
• ABSOLUTELY NEVER run destructive git operations (e.g., git reset --hard, rm, git checkout/git restore to an older commit) unless the user gives an explicit, written instruction in this conversation. Treat t

alichherawalla

Memoria Design System

A design language for premium, dark-themed knowledge interfaces.

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Philosophy

"Numbers are heroes, labels are whispers."

irazasyed

Using Gmail SMTP with Cloudflare Email Routing: Step-by-Step Guide

Learn how to send emails through Gmail SMTP with Cloudflare Email Routing in this comprehensive guide.

Step 1: Enable 2-Factor Authentication

To proceed with this method, ensure that you have enabled two-factor authentication for your Google account. If you haven't done so already, you can follow the link to set it up → Enable 2FA in your Google account.

Step 2: Create an App Password for Mail

ubergarm

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; A072257: a(n) = ((6*n-17)*4^n - 1)/3.