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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.

object Gist
// A couple lines to help me remember the 5 ZIO shorthand types.
// Your Milage May Vary 😅
// Offical Links:
// https://zio.dev/docs/overview/overview_index
// https://www.zionomicon.com/
// IO can fail with E, or Succeed with A --- in any environment.
@marwei
marwei / how_to_reset_kafka_consumer_group_offset.md
Created November 9, 2017 23:39
How to Reset Kafka Consumer Group Offset

Kafka 0.11.0.0 (Confluent 3.3.0) added support to manipulate offsets for a consumer group via cli kafka-consumer-groups command.

  1. List the topics to which the group is subscribed
kafka-consumer-groups --bootstrap-server <kafkahost:port> --group <group_id> --describe

Note the values under "CURRENT-OFFSET" and "LOG-END-OFFSET". "CURRENT-OFFSET" is the offset where this consumer group is currently at in each of the partitions.

  1. Reset the consumer offset for a topic (preview)
@boccob
boccob / slides.md
Last active September 22, 2016 20:03
OdessaJS 2015 slides
@cb372
cb372 / jargon.md
Last active January 10, 2026 21:11
Category theory jargon cheat sheet

Category theory jargon cheat sheet

A primer/refresher on the category theory concepts that most commonly crop up in conversations about Scala or FP. (Because it's embarassing when I forget this stuff!)

I'll be assuming Scalaz imports in code samples, and some of the code may be pseudo-Scala.

Functor

A functor is something that supports map.

package org.iainhull.akka
import scala.concurrent.duration._
import akka.actor._
import akka.event.Logging
import akka.pattern.ask
import akka.util.Timeout
import akka.persistence.{PersistentView, AtLeastOnceDelivery, PersistentActor}
@staltz
staltz / introrx.md
Last active August 21, 2026 20:56
The introduction to Reactive Programming you've been missing
@neomatrix369
neomatrix369 / PerformanceRelated.md
Last active April 9, 2026 17:10
Interesting links in the areas of HPC, low latency, mechanical harmony/sympathy, garbage collection
@valadan
valadan / latency.markdown
Created September 14, 2012 11:41 — forked from hellerbarde/latency.markdown
Latency numbers every programmer should know

Latency numbers every programmer should know

L1 cache reference ......................... 0.5 ns
Branch mispredict ............................ 5 ns
L2 cache reference ........................... 7 ns
Mutex lock/unlock ........................... 25 ns
Main memory reference ...................... 100 ns             
Compress 1K bytes with Zippy ............. 3,000 ns  =   3 µs
Send 2K bytes over 1 Gbps network ....... 20,000 ns  =  20 µs
SSD random read ........................ 150,000 ns  = 150 µs

Read 1 MB sequentially from memory ..... 250,000 ns = 250 µs