A Living Context System (ALIVE)

Stack Walnuts

Structured context management for AI agents.

$
inside Claude Code
/plugins new marketplace stackwalnuts/walnut

The Problem

Your context is scattered across a hundred sessions.

You've had those AI sessions where every word is on point. Where the output changes the scope of your project entirely. That's what good context does.

Your world of context can't be condensed into one monolithic MEMORY.md. Each meaningful thing in your life — your startup, your people, your side project — has goals that don't change often, tasks that change every day, and a history of decisions that compounds.

These files move at different speeds. They need their own space.

The Walnut

Five files. Different speeds.

Each meaningful thing in your life gets a walnut. Your startup, your people, your health, your experiment. Life's got a bunch.

my-startup/_core/
key.mdWhat it is (identity, people, links — rarely changes)
now.mdWhere it is right now (rebuilt every save)
log.mdWhere it's been (prepend-only, immutable)
insights.mdWhat it knows (evergreen domain knowledge)
tasks.mdWhat needs doing (the work queue)

Five files. Different speeds. Plain markdown. Readable by any AI, any platform.

The ALIVE Framework

Five folders. The file system IS the methodology.

01_Archive/Everything that was
02_Life/Personal foundation — goals, people, health
03_Inputs/Buffer only — arrives here, gets routed out
04_Ventures/Revenue intent — businesses, clients, products
05_Experiments/Testing grounds — might become a venture, might get archived

Traditional folder hierarchies break down when your agent can search everything. You need a system designed around capture, routing, and structured persistence.

What Happens

Read. Stash. Save.

01

Your agent reads your project state before responding.

Not guessing from a flat memory file — reading the actual system files. Identity, current state, tasks, recent decisions.

02

Decisions get caught mid-conversation.

"Let's go with React Native for the mobile app" — that's a decision. It gets tagged, routed to the right walnut, and logged at the next save.

03

Next session picks up exactly where you left off.

No re-explaining. No context debt. Your agent knows your project, your people, your last decision, and what needs doing next.

The Runtime

The squirrel catches your decisions.

╭─ 🐿️ +2 stash (5)
│ React Native for mobile app → my-startup
│ Chase Jake for API specs → my-startup
│ → drop?
╰─

The squirrel isn't a personality — it's a UI convention. Your agent keeps its own voice. 12 skills, hooks, rules, and the stash protocol. All inside the plugin.

Get It

One command. Full system.

readyClaude Code
$ claude plugin install walnut@stackwalnuts

Full plugin — 12 skills, hooks, rules, stash protocol.

communityEverything Else

Hermes, Cursor, Windsurf, Obsidian, Claude Desktop — the folder structure works anywhere. Community integrations are open.

The walnut is just folders and markdown. Start with the structure, build from there.

→ contribute an integration

What People Are Saying

Early builders are locked in.

"most cracked thing I've seen for AI in 2025."

Louka Ewington-Pitsos

AI Researcher · Parsewave

"two AI systems, one context layer."

witcheer ☯︎

Hermes integration pioneer

"everyone who uses this is gonna run circles around anyone else."

Athon Millane

AI Researcher · VC-backed · SF

"context quality > context quantity."

Marcus

original tweet

"best thing ive ever used. this is fucked."

Caspar Tremlett

Brand Business Coach

"Bro. Walnuts is legendary."

Roland Bernath

Growth Strategist

Context as Property

Your context lives on your machine as plain markdown files.

Switch models — Claude to GPT to local Ollama — your walnuts come with you. Switch platforms — Claude Code to Cursor to Hermes — same files, same context.

Your context belongs to you.

Coming

The Walnut Marketplace

Build your own context architecture. Share it. Let others build on it. Your walnuts, your rules, posted on walnut.world.