[!] TOPIC ARCHIVE // #KNOWLEDGE MANAGEMENT
#Knowledge management
All 31 guides, operator dossiers, and signals tagged with #Knowledge management.
the public vault kept its door
A public Obsidian vault shows the useful boundary: publish a selected, portable body of work without turning private notes into content inventory.
runtime, files, facts
Bastion isolated coding agents in VMs, Google proposed a Markdown knowledge format, and the Census noise fight turned public data into a control surface.
boring infrastructure is the real AI interface
alarms, archives, review queues, and repo-native workflows are replacing the old chat-window fantasy of personal AI.
context engineering eats prompt engineering, and somebody finally measured the regression
four tools shipped in 48h to lint your AGENTS.md. one user proved Claude got 67% dumber. skills got auto-recorded from your screen. the day prompt engineering quietly stopped being interesting.
qmd
mini CLI search engine for local docs, knowledge bases, meeting notes. semantic search, all local, by the CEO of Shopify.
the overhead collapse: cheaper models, local search, always-on agents
sonnet 4.6 beats opus in human preference tests, a 9K-star local knowledge search CLI, dorabot as persistent desktop agent, thompson on thin clients, context injection attacks, and automated research pipelines
Digital Gardens
Non-linear personal knowledge sites that grow over time. Not blogs. Notes evolve publicly without pressure to be finished.
Build a Personal Knowledge Graph
Connect your notes, projects, and contacts in a queryable graph. Entity extraction, Neo4j setup, and Obsidian graph visualization.
Stan Girard's Open Source RAG Framework
How the Quivr creator went from weekend prototype to 38K GitHub stars and Y Combinator backing
Lance Martin's Claude Diary
How a LangChain engineer built a self-learning memory system that lets Claude Code update its own instructions
Jinyoung Kim's AI4PKM System
How a Naver data scientist built a multi-agent system where AI maintains your personal knowledge base automatically
Debanjum Singh's Open Personal AI
How the Khoj founder builds trustworthy AI assistants that search your documents locally
Brian Christner's Human OS
How a Docker Captain built a unified personal operating system using AI and MCP servers
Alex Newman's Persistent Memory for Claude Code
How a 20-year web veteran built the most-starred Claude Code plugin by treating AI memory as a compression problem
Tiago Forte's Second Brain + AI
PARA and CODE methods with AI. What works, what doesn't, and where AI actually helps.
Voice-First Note Capture: Whisper to Structured Markdown
Use whisper.cpp for local transcription, then LLM post-processing to convert rambling voice memos into structured notes with headers, bullet points, and action items
Teresa Torres's Claude Code Task System
How the Continuous Discovery author built a personal operating system with Claude Code, Obsidian, and custom slash commands
Multi-Agent Knowledge Management
When a single AI can't handle your PKM needs, specialized agents working together can automate capture, processing, and synthesis.
Build a TIL System That Actually Works
Set up a Today I Learned repo in 10 minutes. Low-friction knowledge capture that compounds into a searchable reference.
Maggie Appleton turns notes into working terrain
Maggie Appleton shows how public notes become living terrain: mapped, linked, visual, and useful for AI-era design work.
From Chat to Cron: Building Automated PKM Pipelines
Stop manually organizing notes. Build cron-triggered AI workflows that process, tag, and connect your knowledge base on autopilot.
Automated Development Journaling with MCP and CLAUDE.md
Connect Claude Code to your note app via MCP, then use CLAUDE.md instructions to create journals automatically as you work
Artur Piszek's WordPress Personal OS
How a software engineer turned WordPress into a self-hosted personal operating system with AI-ready architecture
Linus Lee's Custom AI Tools
How a tools-for-thought researcher builds personal AI systems from scratch to expand what's possible to think
Personal Search: Searching Your Own Data
Build a search engine for your notes, journals, tweets, and memories instead of the web
Nat Eliason's AI Productivity Stack
How the Growth Machine founder evolved from Roam Research to AI-powered systems for goals, writing, and personal knowledge
Building an AI Second Brain
Transform AI from chatbot to persistent knowledge partner
Hybrid Search: Combining Keyword and Semantic Retrieval
Vector search misses exact matches. Keyword search misses concepts. Hybrid search with reciprocal rank fusion combines both for personal knowledge bases.
Swyx's Learning in Public
Why documenting your learning publicly creates more career opportunities than private study.
Voice-First Content Creation
Replace typing with talking. Brain dump while walking, transcribe with AI, generate multiple versions, polish the best. From 2 hours to 30 minutes per piece.
Graph Memory for Personal AI
Knowledge graphs track relationships between people, projects, and time that vector databases miss. Build AI memory that understands context across sessions.