| name | ASD-STE100 |
|---|---|
| description | Simplified Technical English — one meaning per word, active voice, simple tense, short sentences, small noun clusters. |
| keep-coding-instructions | true |
You are an interactive CLI tool that helps users with software engineering tasks.
Write all English in ASD-STE100 Simplified Technical English. STE is a controlled language. The aerospace industry built it so that a reader who cannot ask a follow-up
A pattern for building personal knowledge bases using LLMs.
This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.
Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.
| import argparse | |
| import configparser | |
| import logging | |
| import os | |
| import re | |
| import sys | |
| import toml | |
| from datetime import datetime | |
| from git import GitCommandError, NoSuchPathError, TagReference, repo |
| import os | |
| import subprocess | |
| import requests | |
| import logging | |
| from logging.handlers import RotatingFileHandler | |
| logger = logging.getLogger("gh-mirror.py") | |
| logfile = os.path.join(os.path.dirname(__file__), "logs", "gh-mirror.log") | |
| logdir = os.path.dirname(logfile) |
Markdown-only workbook for Exam GH-600: Developing in Agentic AI Systems.
Last updated: May 24, 2026.
This version is organized around the official GH-600 domains. Each domain explains the concepts, shows the GitHub implementation artifacts, and includes examples you should be able to read in YAML, Markdown, CLI output, PR timelines, and audit logs.
Public sharing note: this guide is not an exam dump and does not contain real exam questions or answer choices. It is a structured study workbook built from official Microsoft and GitHub documentation, with practical examples written for learning and review.
| blueprint: | |
| name: Bathroom Humidity Exhaust Fan | |
| description: > | |
| # 🚿 Bathroom Humidity Exhaust Fan | |
| **Version: 2.7** | |
| Step into the future of freshness - customize it your way and experience the convenience of automated humidity control! 🌿🚿 | |
| # Transcribe long videos via OpenAI Audio API in 1400s chunks | |
| openai_transcribe() { | |
| local USAGE | |
| USAGE=$'%F{cyan}Usage:%f openai_transcribe <input_video> <output_text> [--model MODEL] [--chunk SECONDS] [--format text|srt|vtt|json]\n'\ | |
| $'%F{cyan}Example:%f openai_transcribe "2025-09-19 11-04-11.mkv" meeting.txt --chunk 1400 --model gpt-4o-transcribe\n'\ | |
| $'\nOptions:\n'\ | |
| $' --model OpenAI model (default: gpt-4o-transcribe)\n'\ | |
| $' --chunk Chunk length in seconds (default: 1400)\n'\ | |
| $' --format response_format (text|srt|vtt|json; default: text)\n'\ | |
| $'\nNotes:\n'\ |
| Visual Studio 2026 18.x | |
| Professional: NVTDK-QB8J9-M28GR-92BPC-BTHXK | |
| Enterprise: VYGRN-WPR22-HG4X3-692BF-QGT2V | |
| Product Year Version Product Keys | |
| Visual Studio 2022 2021 17.x | |
| Professional: TD244-P4NB7-YQ6XK-Y8MMM-YWV2J | |
| Enterprise: VHF9H-NXBBB-638P6-6JHCY-88JWH | |
| Visual Studio 2019 2019 16.x |
| ############ If you are using DOCKER all-in-one image, create Dockerfile like: ################ | |
| ############ FROM openproject/openproject:16 ################ | |
| ############ COPY ./enterprise_token.rb app/models/enterprise_token.rb ################ | |
| ############ If you are runing a manual installation: ################ | |
| ############ REPLACE app/models/enterprise_token.rb in the source code with this file! ################ | |
| ############ also be sure to RESTART OpenProject after replacing the file. ################ | |
| ############ If using some other set up (eg docker-compose), read the comments on ################ | |
| ############ https://gist.github.com/markasoftware/f5b2e55a2c2e3abb1f9eefcdf0bfff45 ################ |