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
- Decode workplace acronyms, nicknames, and shorthand automatically
- Maintain a CLAUDE.md hot cache of top people, terms, and projects
- Store detailed profiles in memory/people, projects, and context files
- Learn and save new terms when the user says remember that X means Y
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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.mdin 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":
-
Glossary items (acronyms, terms, shorthand):
- Add to memory/glossary.md
- If frequently used, add to CLAUDE.md Quick Glossary
-
People:
- Create/update memory/people/{name}.md
- Add to CLAUDE.md Key People if important
- Capture nicknames - critical for decoding
-
Projects:
- Create/update memory/projects/{name}.md
- Add to CLAUDE.md Active Projects if current
- Capture codenames - "Phoenix", "the migration", etc.
-
Preferences: Add to CLAUDE.md Preferences section
Recalling Memory
When user asks "who is X" or "what does X mean":
- Check CLAUDE.md first
- Check memory/ for full detail
- If not found: "I don't know what X means yet. Can you tell me?"
Progressive Disclosure
- Load CLAUDE.md for quick parsing of any request
- Dive into memory/ when you need full context for execution
- 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
| Type | CLAUDE.md (Hot Cache) | memory/ (Full Storage) |
|---|---|---|
| Person | Top ~30 frequent contacts | glossary.md + people/{name}.md |
| Acronym/term | ~30 most common | glossary.md (complete list) |
| Project | Active projects only | glossary.md + projects/{name}.md |
| Nickname | In Key People if top 30 | glossary.md (all nicknames) |
| Company context | Quick reference only | context/company.md |
| Preferences | All 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
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.
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.
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
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- Capacity PlannerUse for resource capacity planning -- 'do we have the people for next quarter', workload analysis, utilization forecasting, hire-vs-deprioritize calls, stress-testing upcoming projects against the team you have. Not for scoping a single sprint (use sprint-planning).
- CEO AdvisorUse for executive leadership: strategic decisions, board and investor management, org culture, CEO operating rhythm. Not for a morning business status digest (use business-pulse).
- Change Request WriterUse when a system or process change needs formal approval -- 'write a change request for the DB migration', impact analysis, risk and rollback plan, CAB-ready change record, stakeholder comms for the rollout.
- Compliance TrackerUse to track compliance programs and audit readiness -- 'where are we on SOC 2', ISO 27001 / GDPR requirement tracking, evidence collection status, control gaps and remediation owners. Not for checking whether one launch or campaign is compliant (use compliance-check).
- CTO AdvisorUse for technology leadership strategy: engineering org scaling, tech debt, architecture governance, DORA metrics. Not for designing a specific system's architecture (use architecture).
More on Zeplik
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