Working Memory Organizer

Business operations skill, available on Zeplik

Working Memory Organizer is a ready-to-run business operations skill on Zeplik. Manages the assistant's own memory files (CLAUDE.md hot cache plus a memory/ knowledge base), not a user-facing deliverable. Ask in plain language and Zeplik applies the skill's method for you inside the conversation, on whichever AI model you prefer.

The Working Memory Organizer skill loads automatically when your request matches it, or you can invoke it directly by typing /memory-management in any chat. It works with attachments, connectors, and any model that supports the task, so you get the same expert method every time without setting anything up.

What the Working Memory Organizer skill can do

Try these prompts on Zeplik

Pick a prompt to open it in the Zeplik app. If you are not signed in yet, your prompt is waiting for you the moment you do.

How the Working Memory Organizer skill works

Memory Management

Memory makes Claude your workplace collaborator - someone who speaks your internal language.

The Goal

Transform shorthand into understanding:

User: "ask todd to do the PSR for oracle"
              ↓ Claude decodes
"Ask Todd Martinez (Finance lead) to prepare the Pipeline Status Report
 for the Oracle Systems deal ($2.3M, closing Q2)"

Without memory, that request is meaningless. With memory, Claude knows:

  • todd → Todd Martinez, Finance lead, prefers Slack
  • PSR → Pipeline Status Report (weekly sales doc)
  • oracle → Oracle Systems deal, not the company

Architecture

CLAUDE.md          ← Hot cache (~30 people, common terms)
memory/
  glossary.md      ← Full decoder ring (everything)
  people/          ← Complete profiles
  projects/        ← Project details
  context/         ← Company, teams, tools

CLAUDE.md (Hot Cache):

  • Top ~30 people you interact with most
  • ~30 most common acronyms/terms
  • Active projects (5-15)
  • Your preferences
  • Goal: Cover 90% of daily decoding needs

memory/glossary.md (Full Glossary):

  • Complete decoder ring - everyone, every term
  • Searched when something isn't in CLAUDE.md
  • Can grow indefinitely

memory/people/, projects/, context/:

  • Rich detail when needed for execution
  • Full profiles, history, context

Lookup Flow

User: "ask todd about the PSR for phoenix"

1. Check CLAUDE.md (hot cache)
   → Todd? ✓ Todd Martinez, Finance
   → PSR? ✓ Pipeline Status Report
   → Phoenix? ✓ DB migration project

2. If not found → search memory/glossary.md
   → Full glossary has everyone/everything

3. If still not found → ask user
   → "What does X mean? I'll remember it."

This tiered approach keeps CLAUDE.md lean (~100 lines) while supporting unlimited scale in memory/.

File Locations

  • Working memory: CLAUDE.md in current working directory
  • Deep memory: memory/ subdirectory

Working Memory Format (CLAUDE.md)

Use tables for compactness. Target ~50-80 lines total.

# Memory

## Me
[Name], [Role] on [Team]. [One sentence about what I do.]

## People
| Who | Role |
|-----|------|
| **Todd** | Todd Martinez, Finance lead |
| **Sarah** | Sarah Chen, Engineering (Platform) |
| **Greg** | Greg Wilson, Sales |
→ Full list: memory/glossary.md, profiles: memory/people/

## Terms
| Term | Meaning |
|------|---------|
| PSR | Pipeline Status Report |
| P0 | Drop everything priority |
| standup | Daily 9am sync |
→ Full glossary: memory/glossary.md

## Projects
| Name | What |
|------|------|
| **Phoenix** | DB migration, Q2 launch |
| **Horizon** | Mobile app redesign |
→ Details: memory/projects/

## Preferences
- 25-min meetings with buffers
- Async-first, Slack over email
- No meetings Friday afternoons

Deep Memory Format (memory/)

memory/glossary.md - The decoder ring:

# Glossary

Workplace shorthand, acronyms, and internal language.

## Acronyms
| Term | Meaning | Context |
|------|---------|---------|
| PSR | Pipeline Status Report | Weekly sales doc |
| OKR | Objectives & Key Results | Quarterly planning |
| P0/P1/P2 | Priority levels | P0 = drop everything |

## Internal Terms
| Term | Meaning |
|------|---------|
| standup | Daily 9am sync in #engineering |
| the migration | Project Phoenix database work |
| ship it | Deploy to production |
| escalate | Loop in leadership |

## Nicknames → Full Names
| Nickname | Person |
|----------|--------|
| Todd | Todd Martinez (Finance) |
| T | Also Todd Martinez |

## Project Codenames
| Codename | Project |
|----------|---------|
| Phoenix | Database migration |
| Horizon | New mobile app |

memory/people/{name}.md:

# Todd Martinez

**Also known as:** Todd, T
**Role:** Finance Lead
**Team:** Finance
**Reports to:** CFO (Michael Chen)

## Communication
- Prefers Slack DM
- Quick responses, very direct
- Best time: mornings

## Context
- Handles all PSRs and financial reporting
- Key contact for deal approvals over $500k
- Works closely with Sales on forecasting

## Notes
- Cubs fan, likes talking baseball

memory/projects/{name}.md:

# Project Phoenix

**Codename:** Phoenix
**Also called:** "the migration"
**Status:** Active, launching Q2

## What It Is
Database migration from legacy Oracle to PostgreSQL.

## Key People
- Sarah - tech lead
- Todd - budget owner
- Greg - stakeholder (sales impact)

## Context
$1.2M budget, 6-month timeline. Critical path for Horizon project.

memory/context/company.md:

# Company Context

## Tools & Systems
| Tool | Used for | Internal name |
|------|----------|---------------|
| Slack | Communication | - |
| Asana | Engineering tasks | - |
| Salesforce | CRM | "SF" or "the CRM" |
| Notion | Docs/wiki | - |

## Teams
| Team | What they do | Key people |
|------|--------------|------------|
| Platform | Infrastructure | Sarah (lead) |
| Finance | Money stuff | Todd (lead) |
| Sales | Revenue | Greg |

## Processes
| Process | What it means |
|---------|---------------|
| Weekly sync | Monday 10am all-hands |
| Ship review | Thursday deploy approval |

How to Interact

Decoding User Input (Tiered Lookup)

Always decode shorthand before acting on requests:

1. CLAUDE.md (hot cache)     → Check first, covers 90% of cases
2. memory/glossary.md        → Full glossary if not in hot cache
3. memory/people/, projects/ → Rich detail when needed
4. Ask user                  → Unknown term? Learn it.

Example:

User: "ask todd to do the PSR for oracle"

CLAUDE.md lookup:
  "todd" → Todd Martinez, Finance ✓
  "PSR" → Pipeline Status Report ✓
  "oracle" → (not in hot cache)

memory/glossary.md lookup:
  "oracle" → Oracle Systems deal ($2.3M) ✓

Now Claude can act with full context.

Adding Memory

When user says "remember this" or "X means Y":

  1. Glossary items (acronyms, terms, shorthand):

    • Add to memory/glossary.md
    • If frequently used, add to CLAUDE.md Quick Glossary
  2. People:

    • Create/update memory/people/{name}.md
    • Add to CLAUDE.md Key People if important
    • Capture nicknames - critical for decoding
  3. Projects:

    • Create/update memory/projects/{name}.md
    • Add to CLAUDE.md Active Projects if current
    • Capture codenames - "Phoenix", "the migration", etc.
  4. Preferences: Add to CLAUDE.md Preferences section

Recalling Memory

When user asks "who is X" or "what does X mean":

  1. Check CLAUDE.md first
  2. Check memory/ for full detail
  3. If not found: "I don't know what X means yet. Can you tell me?"

Progressive Disclosure

  1. Load CLAUDE.md for quick parsing of any request
  2. Dive into memory/ when you need full context for execution
  3. Example: drafting an email to todd about the PSR
    • CLAUDE.md tells you Todd = Todd Martinez, PSR = Pipeline Status Report
    • memory/people/todd-martinez.md tells you he prefers Slack, is direct

Bootstrapping

Use /productivity:start to initialize by scanning your chat, calendar, email, and documents. Extracts people, projects, and starts building the glossary.

Conventions

  • Bold terms in CLAUDE.md for scannability
  • Keep CLAUDE.md under ~100 lines (the "hot 30" rule)
  • Filenames: lowercase, hyphens (todd-martinez.md, project-phoenix.md)
  • Always capture nicknames and alternate names
  • Glossary tables for easy lookup
  • When something's used frequently, promote it to CLAUDE.md
  • When something goes stale, demote it to memory/ only

What Goes Where

TypeCLAUDE.md (Hot Cache)memory/ (Full Storage)
PersonTop ~30 frequent contactsglossary.md + people/{name}.md
Acronym/term~30 most commonglossary.md (complete list)
ProjectActive projects onlyglossary.md + projects/{name}.md
NicknameIn Key People if top 30glossary.md (all nicknames)
Company contextQuick reference onlycontext/company.md
PreferencesAll preferences-
Historical/stale✗ Remove✓ Keep in memory/

Promotion / Demotion

Promote to CLAUDE.md when:

  • You use a term/person frequently
  • It's part of active work

Demote to memory/ only when:

  • Project completed
  • Person no longer frequent contact
  • Term rarely used

This keeps CLAUDE.md fresh and relevant.

Zeplik output presentation

Present the final deliverable as a single polished artifact: clear headings, tables where the content is tabular, fenced code where it is code. Lead with the deliverable itself; keep process commentary to a single short line. If the skill produced multiple files or sections, end with a compact list of them with one-line purposes.

How to use the Working Memory Organizer skill

  1. Sign in to Zeplik

    Create a free Zeplik account or sign in. New accounts start with free credits, so you can try the Working Memory Organizer skill right away.

  2. Describe your business operations task

    Ask in plain language, or type /memory-management to invoke the skill directly. Zeplik recognizes the Working Memory Organizer skill and applies its method.

  3. Review and refine the result

    Zeplik returns a clear, structured answer. Ask follow-ups in the same chat to refine it or take the next step.

Source and credit

Author
Anthropic
License
Apache-2.0

Adapted from the open-source anthropics/knowledge-work-plugins project and tuned to run natively on Zeplik. View source on GitHub.

Frequently asked questions

What is the Working Memory Organizer skill?
Working Memory Organizer is a ready-to-run business operations skill on Zeplik. Manages the assistant's own memory files (CLAUDE.md hot cache plus a memory/ knowledge base), not a user-facing deliverable. Ask in plain language and Zeplik applies the skill's method for you inside the conversation, on whichever AI model you prefer.
How do I use Working Memory Organizer on Zeplik?
Sign in to Zeplik and ask in plain language, or type /memory-management in any chat to invoke it directly. The skill applies its method and returns a result you can refine in the same conversation.
Which AI model does the Working Memory Organizer skill use?
Any model you choose. Zeplik works across every model in one chat, so the Working Memory Organizer skill runs on your preferred model for the task.
Where does the Working Memory Organizer skill come from?
The Working Memory Organizer skill is adapted from the open-source anthropics/knowledge-work-plugins project (Apache-2.0) and tuned to run natively on Zeplik. The original source is linked on this page.
How much does the Working Memory Organizer skill cost?
Using the skill is free to start. You only spend Zeplik credits when the assistant runs, and new accounts begin with free credits.

Related business operations skills

More on Zeplik

Try Working Memory Organizer on Zeplik

Every model, one chat. Bring the Working Memory Organizer skill into your next conversation and let the assistant do the work.

Browse all skills
Working Memory Organizer - Business operations skill for Zeplik AI | Zeplik Chat