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Get Started Free →Two-tier memory system that makes Claude a true workplace collaborator. Decodes shorthand, acronyms, nicknames, and internal language so Claude understands requests like a colleague would. CLAUDE.md for working memory, memory/ directory for the full knowledge base.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | 596% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 348% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 77% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 73% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 71% | 0% |
Memory makes Claude your workplace collaborator - someone who speaks your internal language.
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:
CLAUDE.md ← Hot cache (~30 people, common terms)
memory/
glossary.md ← Full decoder ring (everything)
people/ ← Complete profiles
projects/ ← Project details
context/ ← Company, teams, toolsCLAUDE.md (Hot Cache):
memory/glossary.md (Full Glossary):
memory/people/, projects/, context/:
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/.
CLAUDE.md in current working directorymemory/ subdirectoryUse tables for compactness. Target ~50-80 lines total.
markdown# 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
memory/glossary.md - The decoder ring:
markdown# 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:
markdown# 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:
markdown# 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:
markdown# 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 |
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.When user says "remember this" or "X means Y":
When user asks "who is X" or "what does X mean":
Use /productivity:start to initialize by scanning your chat, calendar, email, and documents. Extracts people, projects, and starts building the glossary.
todd-martinez.md, project-phoenix.md)| 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/ |
Promote to CLAUDE.md when:
Demote to memory/ only when:
This keeps CLAUDE.md fresh and relevant.
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