WORK SOFTER SERIES · FOR EVERY COMPUTER USER
Working Softer with Computer
Your practical guide to getting more done with less friction. Real ways teams use Computer every day — and exactly how to start doing the same: 50+ things you can do today, five days to get fluent, one app instead of ten.
OVERVIEW
What is Computer?
Computer is not a generic AI chatbot working in isolation, re-fetching information every time, limited to text, or a replacement for your judgment.
It is a teammate with full enterprise context: multiplayer so AI and humans collaborate, memory-powered through a persistent knowledge graph, action-oriented so it creates, updates and sends, and an amplifier of your own expertise.
ARCHITECTURE
How Computer works
An orchestrating LLM (Claude Sonnet) decides what to search, which skill to use, and how to respond.
A persistent memory and knowledge graph store your data securely with SQL and vector search; the handbook reports this uses 60–80% fewer tokens than pure MCP. Connectors and MCPs — Gmail, Slack, Calendar, Granola, GitHub, Notion, Drive — add real-time retrieval.
Skills are reusable workflows you build conversationally, then schedule, share and combine. Multiplayer sessions add humans so Computer becomes a team member with shared context and shared artifacts.
Time you could get back
Before-and-after timings as reported in the handbook. These are illustrative workflow examples, not guaranteed or independently measured results.
Task | Before Computer | With Computer |
|---|---|---|
Morning triage | 2 hours | 5 minutes |
Event data entry | 2 weeks | 10 minutes |
Branded deck | Days (+ designer) | 10 minutes |
Sprint prep | 30-minute meeting | Instant |
Customer email | Multi-tool lookup | 4 minutes |
WHAT'S INSIDE
Selected workflows from the handbook
Representative workflows drawn from the handbook’s nine use-case chapters. The full handbook covers the complete set, including People Operations and personal productivity.
01 · MORNING ROUTINES
Morning briefings & alerts
One prompt replaces logging into three tools and scanning 50+ messages: a prioritized summary of what's urgent, who's waiting, and what changed — saveable as a scheduled 8am skill.
02 · SALES & PROSPECTING
Outreach, one-pagers & deal prep
Personalized outreach from a LinkedIn profile, a branded technical one-pager in about 20 minutes without an SE, a deal X-ray skill, and instant call briefs pulled from accounts and past calls.
04 · ENGINEERING & PRODUCT
Sprints, deployments & tests
Sprint retros and status messages from the board, deployment-status skills that answer 'did my fix ship?', English-to-Playwright test generation with self-healing PRs, and first-draft EDDs.
05 · DATA & ANALYTICS
Dashboards & analysis on demand
Describe a dashboard in plain language, analyze any Slack channel for recurring issues, or ask Computer to visualize data — it picks the chart, writes the SQL, and renders an interactive widget.
06 · MULTIPLAYER
AI and humans in one room
Draft collaboratively, add teammates mid-session with automatic catch-up summaries, pressure-test ideas privately in safe mode, and generate one shared report once instead of five times.
08 · CUSTOMER SUCCESS
Triage, responses & live dashboards
Instant triage for a stressed account — top tickets, sentiment, suggested actions — cross-referenced email replies in about 4 minutes, and live customer-facing dashboards you can share directly.
REAL EXAMPLES
How teams use it
An SDR who couldn't get a technical response out fast enough used a multiplayer session to generate a branded one-pager answering every technical question — delivered in 20 minutes instead of waiting days for an SE.
A global team's 4am anxiety routine — two hours of checking email and Slack — became a 5-minute automated morning briefing after connecting Gmail, Slack and Calendar. Elsewhere, 224 event attendees were linked to CRM accounts in seconds via an upload-and-match skill that previously took two weeks.
These are workflows recounted by teams in the handbook; they illustrate how the pieces fit together rather than guaranteeing identical results for every team.
Start your first week with Computer
Day 1 connect, Day 2 ask, Day 3 create, Day 4 skill it, Day 5 share. Read the full handbook for all nine chapters, the prompts that work, and pro tips.
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