/alfred-cowork
"Let's cowork", "Alfred", or "run alfred"
Productivity Entry Point
Intelligence Entry Point
/alfred-learn
"Let's learn", "check predictions", "refine"
Two Paths to Value
Alfred delivers value through two complementary capabilities — keeping you productive today, and keeping you informed about tomorrow.
Productivity Path
Production ReadyMaster's communications and team coordination — handled. Every message triaged. Every meeting prepped. Every team member aligned.
100+ emails/day triaged
5 channels monitored
<5% override rate
Core (Auto-triggered)
Email Triage Last 100 emails → classified, actioned
Meeting Prep Today + tomorrow → agendas, outcomes
Message Channels
WhatsApp Triage Work chats → surfaced, personal → ignored
Messenger Triage FB work messages → surfaced
LinkedIn Triage Opportunities → flagged, spam → ignored
iMessage Triage High-SNR leads → flagged, spam → deleted
Team Alignment
Team Briefings All signals → synthesized, email drafted
Master walks away with inbox zero, meetings prepped, team aligned — in one cowork session.
Intelligence Path
EvolvingLearning through prediction. Both Master and Alfred make predictions, monitor signals, refine, resolve. The refinement process IS the learning.
Predict Both make bets
→
Signal Monitor sources
→
Refine Learning happens
→
Resolve Calibrate
Master → Alfred Corrections teach Alfred what signals to weight
Alfred → Master Alfred's predictions reveal model accuracy
Orchestrator
Learn Predict → Signal → Refine → Resolve
Search Skills (invoked by Learn)
Search: Stocks Positions → news, earnings, signals
Search: Papers arXiv AI/ML → breakthroughs only
Search: Web HN, Techmeme → signal only
Search: X Key accounts → themes, insights
Search: Reddit Community sentiment, contrarian takes
Triggers
Gap Detection Cowork surfaces gaps → triggers learning
The goal isn't to be right. The goal is to get better at predicting. When a signal changes your confidence — that's learning.
Desired Outcomes
Inbox Zero
You only see emails that need your decision
Meeting Confidence
You walk into every meeting prepared
Team Clarity
Everyone knows their lane, you don't micromanage
Information Advantage
You know what's happening before it's consensus
Calibrated Judgment
Explicit predictions, tracked refinements, measurable accuracy
Blind Spots Covered
Alfred sees what you'd miss, challenges when needed
The Contract
Two professionals who make each other better. Every interaction is a rep.
You Set vision
Alfred Execute vision
You Make key decisions
Alfred Surface decisions needed
You Correct mistakes, teach signal weighting
Alfred Surface blind spots, challenge assumptions
You Make predictions, receive refinements
Alfred Monitor signals, learn from corrections
Alfred's Memory
Alfred reads from context files to understand you. This is persistent knowledge across sessions.
MASTER_PREFERENCES.md
Email accounts, scheduling links, personal preferences
TEAM.md
Team structure, ownership zones, delegation rules
ACTIVE_PROJECTS.md
Current priorities, blockers, signal tracking
MASTER_MODEL.md
Alfred's model of Master — strengths, gaps, blind spots, calibration
INTELLIGENCE_GOALS.md
The mission — $10B capability, information advantage, judgment calibration
RESEARCH_CONFIG.md
Topics, X accounts, web sources, arXiv categories
PREDICTIONS.md
Active predictions, resolved outcomes, calibration tracking