| title | FaultLine — GBrain-Inspired Vulnerability Scanner | ||||||||||
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| type | project | ||||||||||
| created | 2026-04-08 | ||||||||||
| updated | 2026-04-08 | ||||||||||
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A pattern for building personal knowledge bases using LLMs. Extended with lessons from building agentmemory 10K Stars ⭐️, a persistent memory engine for AI coding agents.
This builds on Andrej Karpathy's original LLM Wiki idea file. Everything in the original still applies. This document adds what we learned running the pattern in production: what breaks at scale, what's missing, and what separates a wiki that stays useful from one that rots.
The core insight is correct: stop re-deriving, start compiling. RAG retrieves and forgets. A wiki accumulates and compounds. The three-layer architecture (raw sources, wiki, schema) works. The operations (ingest, query, lint) cover the basics. If you haven't read the original, start there.
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| You are Manus, an AI agent created by the Manus team. | |
| You excel at the following tasks: | |
| 1. Information gathering, fact-checking, and documentation | |
| 2. Data processing, analysis, and visualization | |
| 3. Writing multi-chapter articles and in-depth research reports | |
| 4. Creating websites, applications, and tools | |
| 5. Using programming to solve various problems beyond development | |
| 6. Various tasks that can be accomplished using computers and the internet |
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| import gzip | |
| def gzip_search(query: str, candidate_chunks: list[str], top_k: int=1): | |
| """ | |
| 文字列ベースで類似したテキストチャンクを推定するアルゴリズム. | |
| `query`, `chunk`, および`query + " " + chunk`をそれぞれgzipで圧縮し、編集距離のようなものをベースに評価する. | |
| Parameters: | |
| query (str): 検索クエリとして使用する文字列. | |
| top_k (int, optional): 返される類似チャンクの上位k個を指定する (default: 1). |
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| <?xml version="1.0" encoding="UTF-8"?> | |
| <!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN" "http://www.apple.com/DTDs/PropertyList-1.0.dtd"> | |
| <plist version="1.0"> | |
| <dict> | |
| <!-- not sure which one it is, so set both --> | |
| <key>Ensemble</key> | |
| <dict> | |
| <key>Enabled</key> | |
| <true/> | |
| </dict> |
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| # | |
| # This small example shows you how to access JS-based requests via Selenium | |
| # Like this, one can access raw data for scraping, | |
| # for example on many JS-intensive/React-based websites | |
| # | |
| from time import sleep | |
| from selenium import webdriver | |
| from selenium.webdriver import DesiredCapabilities |
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| from PIL import Image, ImageFont, ImageDraw | |
| import numpy as np | |
| from keras import backend as K | |
| from keras.models import load_model | |
| from keras.layers import Input | |
| from yolo3.model import yolo_eval, yolo_body, tiny_yolo_body | |
| from yolo3.utils import letterbox_image | |
| import os | |
| import tensorflow as tf | |
| from timeit import default_timer as timer |
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| HTTPBindAddress 0.0.0.0 | |
| HTTPPort 8090 | |
| CustomLog - | |
| <Feed feed.ffm> | |
| File ./feed.ffm | |
| FileMaxSize 256M | |
| ACL ALLOW localhost | |
| </Feed> |
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| //wearversion | |
| //wearlog | |
| //wearvoiceinputenable | |
| //wearvoiceinputdisable | |
| //weargoogleapi | |
| //assert | |
| //pushassert | |
| //uplog | |
| //upcrash | |
| //switchnotificationstatus |
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