Skills/05

Knowledge Systems

Your company's memory, searchable and talking.

The work

A business's knowledge is scattered across notes, inboxes and people's heads. I build systems that ingest it, vectorize it, and answer questions with sources.

Research assistants, second brains and resident librarians that file what you drop in and speak only when it matters.

What I deliver

  1. RAG over documents, notes and email with citations
  2. Research assistants that read, summarize and brief
  3. Company brains and internal knowledge bases
  4. Obsidian / vault agents that organize on their own

Tools

EmbeddingspgvectorClaude APIPythonObsidian

Proof

9 projects.

Librarian

Resident agent that files, vectorizes and answers questions over a vault

product2026

Medical Device DHF Traceability Audit

Design-history files parsed into a SQLite trace graph with 200 findings

client2026

Article Keyword Graph and AI Librarian

Chrome-extension article intake, Neo4j keyword graph, corpus-only AI librarian

internal2026

Automatable Judgment Study

Pre-registered study of where cheap AI judgment can anchor a business

experiment2026

Temperance Beta Launch Research

Launch research for Temperance, plus a user-panel subagent skill

internal2026

Obsidian Vault Claude Toolkit

Claude Code agents, commands and hooks for an Obsidian second brain

internal2026

Research Buddy

Zotero plugin that chats with Claude about the selected paper

product2026

Temperance Company Brain

Git repo where AI employees file dated research, leads and strategy pages

internal2026

Westerfield Ad Studio

Specced AI ad-creative generator for an agency's clients

client2026