INSPIRATIONS & SOURCES

Ideas behind YAIBOS

YAIBOS draws on personal knowledge management, open files and practical agent workflows. These are the people and published projects we learn from, with links to their original work.

Sources reviewed .

01 · Sovereign Memory

Second Brains & Open Files

Tiago Forte offers project-based organization. Nick Milo teaches connected notes. Eliott Meunier demonstrates an agent working with a second brain. YAIBOS combines these ideas in open files.

02 · Executable Skills

Context, Tools & Skills

Nate Herk’s Four Cs, Jake Van Clief’s ICM and Meta’s case study describe context, tool connections and reusable capabilities. YAIBOS uses these as practical references for business skills.

03 · Ongoing Maintenance

Memory That Stays Useful

Karpathy’s LLM Wiki describes periodic checks on a maintained knowledge base. Iwo Szapar’s MemoryOS offers workspace health checks and durable memory. Both inform our approach to maintenance.

People and published work

Original sources, followed by their relevance to YAIBOS.

8 profiles
Tiago Forte

Tiago Forte

website

Author of 'Building a Second Brain' & Founder of Forte Labs

PARA & CODE

Building a Second Brain teaches personal knowledge management through PARA and CODE (Capture, Organize, Distill, Express). These methods work across different note-taking tools; they do not require local Markdown files.

In YAIBOS

YAIBOS uses PARA to organize business context by active projects and ongoing responsibilities. Open Markdown storage is a separate YAIBOS design choice.

Nick Milo

Nick Milo

website

Founder of Linking Your Thinking

Linked notes & Maps of Content

Linking Your Thinking focuses on developing ideas through connected notes. Its Maps of Content provide entry points into a collection of notes, supporting exploration as well as navigation.

In YAIBOS

README maps and links between notes help people and agents find the relevant context without loading the whole second brain.

Eliott Meunier

Eliott Meunier

website

Author of 'Arrêtez d'oublier ce que vous lisez !' & Co-Founder of Audeon

IPCRA & AI-assisted second brains

His book covers personal knowledge management. His March 2026 demonstration with Jean-Charles Kurdali connects an Obsidian second brain to Claude Code and explains IPCRA, project context and inbox processing. Prisme One became Audeon in September 2026.

In YAIBOS

Business context and procedures live in files that an agent can read and update. Obsidian is the current viewer and editor; the files remain usable through other tools.

Nate Herk

Nate Herk

website

AI Automation Educator & Creator of the AIS-OS Starter Kit

The Four Cs of an AI OS

His AIS-OS starter kit describes four layers: business context, connections to live data, reusable capabilities and recurring execution. It puts cadence last: a workflow should work reliably before it runs unattended.

In YAIBOS

Company context, a tools registry, reusable skills and authorized schedules cover similar needs in YAIBOS. The Four Cs framework is credited to Nate Herk.

Jake Van Clief

Jake Van Clief

website

Creator of Interpretable Context Methodology (ICM) & Founder of Clief Notes

Interpretable Context Methodology (ICM)

Co-authored the research paper "Interpretable Context Methodology: Folder Structure as Agent Architecture" (with David McDermott) and created The Foundation course. ICM uses numbered folders as workflow stages, routing tables to load only task-relevant files, and human review gates between steps, relying on a single agent rather than heavyweight multi-agent frameworks.

In YAIBOS

Explicit routing tables for what to read and what to ignore, clear contracts between long SOP stages, and human review gates at inspectable intermediate files.

Analytics at Meta

Analytics at Meta

article

Authors of the AI Second Brain Case Study

PARA, progressive disclosure & skills

The April 2026 case study describes a PARA workspace, project context files, internal tool connections and shared skills. It reports over 63,000 installs and roughly 10,000 daily active users. These are adoption figures, not a controlled benchmark against other chatbots.

In YAIBOS

Load a small amount of root context first, then open project details when needed. Document useful workflows as reusable skills.

Andrej Karpathy

Andrej Karpathy

website

AI Researcher & Educator, Former Tesla AI Director & OpenAI Founding Member

LLM Wiki

His April 2026 LLM Wiki idea file separates raw sources, a maintained wiki and a schema that guides the agent. It describes ingest, query and lint operations. It is a pattern to adapt, including to business and team contexts, rather than a released application.

In YAIBOS

Keep original sources, preserve useful findings in durable notes and periodically check links and stale claims. YAIBOS extends this to business procedures and role-agent context.

Iwo Szapar

Iwo Szapar

website

Creator of MemoryOS & AI Adoption Educator

MemoryOS & workspace health checks

MemoryOS distinguishes a local workspace scanner from a persistent memory layer. Its documentation describes configuration checks, health scores and stale-knowledge detection, with memory stored in a local SQL database or the owner’s Supabase project.

In YAIBOS

Recurring maintenance is part of the Living Second Brain pillar. MemoryOS is a reference for that concern; it is not an integrated YAIBOS dependency or evidence that YAIBOS implements its monitoring features.

Architectural Synthesis

What YAIBOS combines

Base is the low-tech, file-based foundation built to last for years. Cockpit adds a local visual dashboard for your notes, agents, and skills, and Team adds shared work and role permissions.

1. Sovereign Memory
Open Markdown Files

Context and skills in Markdown. View and edit them with Obsidian or another text editor.

2. Skills for Business
Business Skill Outputs

Reusable instructions, with scripts and resources when needed, run through a supported harness.

3. Execution
Bring Your Own Account

Use official subscription access or your own API key. Model access, limits and costs depend on the harness and plan.

4. Cockpit & Team
Visual UI & Permissions

Local dashboard controls for your second brain and skills, plus role permissions for shared operations.

Want to set up YAIBOS for your business? Currently available through the live AI Bootcamp. See the AI Bootcamp

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Share a relevant book, original article, open-source project or case study. Corrections to names, dates and attributions are welcome too.

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