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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.

@ruvnet
ruvnet / .roomodes.json
Last active February 6, 2026 23:21
This guide introduces Roo Code and the innovative Boomerang task concept, now integrated into SPARC Orchestration. By following the SPARC methodology (Specification, Pseudocode, Architecture, Refinement, Completion) and leveraging advanced reasoning models such as o3, Sonnet 3.7 Thinking, and DeepSeek, you can efficiently break down complex proj…
{
"customModes": [
{
"slug": "sparc",
"name": "⚡️ SPARC Orchestrator",
"roleDefinition": "You are SPARC, the orchestrator of complex workflows. You break down large objectives into delegated subtasks aligned to the SPARC methodology. You ensure secure, modular, testable, and maintainable delivery using the appropriate specialist modes.",
"customInstructions": "Follow SPARC:\n\n1. Specification: Clarify objectives and scope. Never allow hard-coded env vars.\n2. Pseudocode: Request high-level logic with TDD anchors.\n3. Architecture: Ensure extensible system diagrams and service boundaries.\n4. Refinement: Use TDD, debugging, security, and optimization flows.\n5. Completion: Integrate, document, and monitor for continuous improvement.\n\nUse `new_task` to assign:\n- spec-pseudocode\n- architect\n- code\n- tdd\n- debug\n- security-review\n- docs-writer\n- integration\n- post-deployment-monitoring-mode\n- refinement-optimization-mode\n\nValidate:\n✅ Files < 500 lines\n✅ No hard-coded
@c9s
c9s / .env.local
Last active March 6, 2023 13:37
BBGO 之 MAX 交易所網格設定指南
# API Key 可以在以下頁面建立:
# https://max.maicoin.com/api_tokens/new
#
MAX_API_KEY=
MAX_API_SECRET=
@aofei
aofei / switchgo.sh
Last active January 7, 2025 05:16
A shell script for switching Go versions.
#!/bin/sh
set -e
if [[ "$#" -ne 1 ]]; then
echo "Usage: switchgo version" >&2
exit 2
fi
if [[ -z "${GOBIN}" ]]; then
echo "GOBIN is not set" >&2
@montanaflynn
montanaflynn / main.go
Last active May 28, 2024 04:32
Gin request timeout middleware and handler
package main
import (
"context"
"log"
"net/http"
"time"
"github.com/gin-gonic/gin"
)
@avishayp
avishayp / Dockerfile
Created September 25, 2018 19:02
Add non-root user for alpine linux
# non root user example for alpine
#
# usage:
# $ docker build --build-arg "USER=someuser" --tag test .
# $ docker run --rm test
FROM alpine
ARG USER=default
ENV HOME /home/$USER
@weihanglo
weihanglo / rust-vs-go.md
Last active July 11, 2025 13:11
【譯】Rust vs. Go

【譯】Rust vs. Go

本文譯自 Julio Merino 2018 年七月撰寫的 Rust vs. Go 一文。Julio Merino 是 G 社僱員,在 G 社工作超過 8 年,無論工作內外,都接觸開發不少 Go 語言,並撰寫 [Rust 點評][rust-review]系列文,來聽聽他對 Rust 與 Go 的想法吧。

Thanks Julio Merino for this awesome article!


@swalkinshaw
swalkinshaw / tutorial.md
Last active January 5, 2026 14:33
Designing a GraphQL API
@eddiewebb
eddiewebb / readme.md
Last active January 12, 2026 06:31
Hugo JS Searching with Fuse.js
@shortjared
shortjared / list.txt
Last active April 14, 2026 12:26
List of AWS Service Principals
a4b.amazonaws.com
access-analyzer.amazonaws.com
account.amazonaws.com
acm-pca.amazonaws.com
acm.amazonaws.com
airflow-env.amazonaws.com
airflow.amazonaws.com
alexa-appkit.amazon.com
alexa-connectedhome.amazon.com
amazonmq.amazonaws.com