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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.
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| #!/bin/bash | |
| readonly UNIT_NAME="antigravity-$(date +%s)" | |
| readonly APP_BIN="/usr/bin/antigravity --verbose" | |
| readonly TRIGGER="Lifecycle#onWillShutdown - end 'antigravityAnalytics'" | |
| echo "[*] Start as: $UNIT_NAME" | |
| systemd-run --user \ | |
| --scope \ |
Kyle-Ye
/ kdebug_interpose.c
Created
October 3, 2025 12:15
Make kdebug_is_enabled always return true
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| // kdebug_interpose.c | |
| #include <stdbool.h> | |
| #include <stdint.h> | |
| #include <dlfcn.h> | |
| // Forward declare the original | |
| extern bool kdebug_is_enabled(uint32_t debugid); | |
| // Our replacement |
lbeaumois
/ MCP_OVER_SLIM_ENVELOPE.md
Created
April 15, 2026 22:29
MCP over SLIM - envelope spec (MeetLoyd contribution draft for AGNTCY SLIM team)
ph33nx
/ WinMasterBlocker.bat
Last active
April 16, 2026 13:36
Block All Adobe .exe files via Firewall on Windows Using Batch Script | Stop adobe apps to access internet
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| :: ################################################################ | |
| :: ## 🔥 WinMasterBlocker 🔥 # | |
| :: ################################################################ | |
| :: # Author: https://github.com/ph33nx # | |
| :: # Repo: https://github.com/ph33nx/WinMasterBlocker # | |
| :: # # | |
| :: # This script blocks inbound/outbound network access # | |
| :: # for major apps like Adobe, Autodesk, Corel, Maxon, # | |
| :: # and more using Windows Firewall. # | |
| :: # # |
medhachoum
/ PROMPT ENGINEERING.MD
Created
April 14, 2026 16:33
أكبر وهم نقع فيه هو افتراض أن النماذج اللغوية (LLMs) "تُفكر" وتحلل بمجرد أن نطلب منها ذلك. في الواقع، الخوارزميات كسولة ومبرمجة على "الاستدعاء الاحتمالي السريع" وإرضاء المستخدم، مما يؤدي إلى إجابات سطحية، هلوسة، وموافقة عمياء.
هندسة التلقينات (Prompt Engineering) ليست مجرد كتابة للطلبات، بل هي "هندسة قيود". هذا المستودع يضم 5 بروتوكولات احترافية تعمل كمثبطات اصطناعية تعطل الاندفاع والكسل في الذكاء الاصطناعي، وتُجبره على استخدام كامل طاقته التحليلية. باستخدام هذه التلقينات، أنت تتحول إلى "طبيب أعصاب" لهذه الخوارزميات، تعالج اضطراباتها الإدراكية وتوجهها نحو أقصى درجات الكفاءة.
A curated list of unicode characters I want to have quick reference toward, including their literal presentation (where possible), description from the unicode table, various representations, and how to enter it as a Vim digraph*.
They are grouped by category, including a link to the relevant Unicode block. Also see the full list of Unicode blocks
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