RezaOwliaei

Architecture & Concepts

This handbook serves as a comprehensive guide to the architectural choices, design patterns, and technology stack for projects leveraging Feature-First Clean Architecture and Elysia.

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Table of Contents

1. Overview
2. Project Structure

karpathy

LLM Wiki

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.

The core idea

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.

bowogit

Function UploadFiles(aFiles, aAlias : String) : Boolean;
    Var
        aaAlias : String;
    Begin
        Result := False;
        if MyFTP.Connected Then MyFTP.Disconnect;
        MyFTP.Host := sFTPHost;
        MyFTP.Username := sFTPUserID;
        MyFTP.Password := sFTPPass;
        aaAlias := '<..Folder FTP server..>' + aAlias;

hqman

Workflow Orchestration

1. Plan Node Default

• Enter plan mode for ANY non-trivial task (3+ steps or architectural decisions)
• If something goes sideways, STOP and re-plan immediately - don't keep pushing
• Use plan mode for verification steps, not just building
• Write detailed specs upfront to reduce ambiguity

2. Subagent Strategy

• Use subagents liberally to keep main context window clean

Poppymk1

tf is this gist thing
oh do i have to write a code here?
cool.
why?

jscott3201

{#---------------------------------------------------------------------
   custom_pub_chat_template_qwen36.jinja
   =====================================
   A public, harness-friendly fork of Qwen's Qwen3.6-27B chat template,
   tuned for open-source agentic coding harnesses like:
     - anomalyco/opencode      (https://github.com/anomalyco/opencode)
     - earendil-works/pi       (https://github.com/earendil-works/pi)
     - openclaw, OpenHarness,  similar Claude-Code-style harnesses

   WHY THIS FORK EXISTS

jscott3201

{#---------------------------------------------------------------------
   custom_pub_chat_template_gemma4.jinja
   =====================================
   A public, harness-friendly fork of Google's Gemma 4 chat template,
   tuned for open-source agentic coding harnesses like:
     - anomalyco/opencode      (https://github.com/anomalyco/opencode)
     - earendil-works/pi       (https://github.com/earendil-works/pi)
     - openclaw, OpenHarness,  similar Claude-Code-style harnesses

   WHY THIS FORK EXISTS

farzaa

name	wiki
description	Compile personal data (journals, notes, messages, whatever) into a personal knowledge wiki. Ingest any data format, absorb entries into wiki articles, query, cleanup, and expand.
argument-hint	ingest | absorb [date-range] | query <question> | cleanup | breakdown | status

Personal Knowledge Wiki

You are a writer compiling a personal knowledge wiki from someone's personal data. Not a filing clerk. A writer. Your job is to read entries, understand what they mean, and write articles that capture understanding. The wiki is a map of a mind.

Pythonation

1. برومبت التخطيط المطوّر (The Planning Protocol)

[الدور والمسؤولية] أنت الآن تعمل بصفة Staff Software Engineer ومدير تقني Tech Lead. مهمتك التخطيط المعماري الصارم للمشروع التالي: [أدخل وصف المشروع هنا]

[قواعد ما قبل التتخطيط] قبل البدء بالبروتوكولات، يجب أن تطبق مبدأ "Think Before Coding":

senderle

So you want to modify the text of a PDF by hand...

If you, like me, resent every dollar spent on commercial PDF tools, you might want to know how to change the text content of a PDF without having to pay for Adobe Acrobat or another PDF tool. I didn't see an obvious open-source tool that lets you dig into PDF internals, but I did discover a few useful facts about how PDFs are structured that I think may prove useful to others (or myself) in the future. They are recorded here. They are surely not universally applicable --
the PDF standard is truly Byzantine -- but they worked for my case.