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Lecture 1: Introduction to Research — [📝Lecture Notebooks] [▶️Video]
Lecture 2: Introduction to Python — [📝Lecture Notebooks] [▶️Video]
Lecture 3: Introduction to NumPy — [📝Lecture Notebooks] [▶️Video]
Lecture 4: Introduction to pandas — [📝Lecture Notebooks] [▶️Video]
Lecture 5: Plotting Data — [📝Lecture Notebooks] [[▶️Vide

Inferal Workspace Architecture

Your org's brain that AI can use

This document describes the conceptual architecture of the Inferal Workspace - a text-based, version-controlled knowledge and operations hub designed to replace tools like Notion and Webflow while being natively accessible to AI assistants.

Why We Built This

As an engineering-driven organization, we found ourselves fighting our tools instead of using them. Notion couldn't keep up with how we actually work - context scattered across pages, no version control, and AI that could read but not act. Webflow meant our website lived in a silo, disconnected from our codebase and deployment pipelines. Every tool was another tab, another context switch, another place where knowledge went to die.

2025年の趣味開発環境

2025年は趣味開発環境の変化が大きかったので備忘録として残しておく。

前提:

趣味開発はほぼ毎日している
開発するのはコマンドラインツールやライブラリが多い
言語はほぼRust
開発はほぼAndroid上

UpdatePack7R2 for updating Windows 7 SP1 and Server 2008 R2 SP1

The set allows you to update the working system, as well as integrate updates into the distribution. It can be installed on any edition of Windows 7 and Server 2008 R2, any bit depth and any language. Updates are included for all versions of Internet Explorer, all critical, recommended, and security updates. See details in the list of updates.

Download (size 730 MB) Magnet

UpdatePatch-19.8.22 fixes a boot problem on UEFI

ℹ️ Enable iCloud end-to-end encryption:

Nobody knows that, but iCloud actually supports end-to-end encryption (see “Advanced Data Protection for iCloud”) but it’s disabled by default. If you care about data privacy, you should turn it on.
- System settings → Apple ID → iCloud → Set Advanced Data Protection to On.
- System settings → Apple ID → iCloud → Disable Access iCloud Data on the Web.
It supports almost all the native Apple apps, with the notable exceptions of iCloud Mail, Contacts, and Calendars. See official data protection matrix for more info.

Subagent-Driven Development

Executes implementation plans by dispatching fresh subagent to work on tasks until context exhaustion with code review after each. Enables high-quality, fast iteration within the current session.

Announce: "I'm using the agent-developers skill to execute this plan."

	const express = require('express');
	const { Sequelize, DataTypes } = require('sequelize');
	const crypto = require('crypto');
	const Joi = require('joi');
	const bcrypt = require('bcrypt');
	const sendResetEmail = require('./sendmail');

	const app = express().use(express.json());

	const sequelize = new Sequelize(process.env.DB_NAME, process.env.DB_USER, process.env.DB_PASS, { host: 'localhost', dialect: 'mysql' });

	import requests
	from requests.adapters import HTTPAdapter, Retry


	def get_vscode_extensions(max_page=10000, page_size=100,
	include_versions=True, include_files=True, include_category_and_tags=True, include_shared_accounts=True, include_version_properties=True,
	exclude_non_validated=False, include_installation_targets=True, include_asset_uri=True, include_statistics=True,
	include_latest_version_only=False, unpublished=False, include_name_conflict_info=True, api_version='7.2-preview.1', session=None):
	if not session:
	session = requests.session()