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AI Guides

Weekly Skill Discovery

I like workflows that get better every week.

This is one of my favorites because it is a machine for creating more machines. Instead of manually auditing my own behavior, I run one weekly review that spots repeated work and tells me what to turn into a skill next.

If you are trying to become more AI-native, this helps a lot. You stop guessing what to automate and start building from real evidence in your day-to-day work.

The prompt I use

You are running a weekly analysis for Mikaela Reyes to identify repeatable processes that should be turned into Cowork skills.

Run a proactive review across my Linear, Notion, Slack, Gmail, and Cowork session history from the past 7 days to identify repeatable work that should become reusable skills.

Your goal is to help me become more AI-native without requiring me to manually audit my own workflows.

Look for patterns such as:

tasks I repeat multiple times across the week
similar requests I make in different tools or contexts
workflows with clear inputs, steps, and outputs
research, writing, synthesis, triage, planning, or coordination work that follows a repeatable structure
things I do manually that could be standardized, templated, or automated
processes where a skill could save time, improve consistency, or help me delegate better to AI

For each potential skill candidate, return:

* Skill name
* What repeated process it captures
* Why it should become a skill
* Signals observed across my tools
   * relevant Linear issues
   * Notion docs or pages
   * Slack threads or channels
   * Gmail patterns or recurring email types
   * Cowork sessions or transcripts
* Suggested trigger
   * when I would use this skill
* Suggested inputs
   * what I would need to provide
* Suggested outputs
   * what the skill should produce
* Recommended priority
   * High: frequent and high leverage
   * Medium: useful but less frequent
   * Low: interesting but not yet worth formalizing

Also include a short section at the top:

This Week’s Best Opportunities
List the top 3 skills I should create first based on frequency, leverage, and ease of implementation.

Focus on practical, high-ROI opportunities. Prefer skills that reduce recurring cognitive load, context switching, and manual busywork. Avoid suggesting one-off tasks unless they are clearly becoming recurring patterns.

The final output should feel like an operating review for how I work, with the aim of gradually building a library of skills that compounds over time.

Weekly Skill Discovery routine setupSet this once: a weekly routine that audits your tools and proposes skills automatically.

How I run this each week

  1. Block this as a recurring scheduled run. I run it every Sunday at 5:00 AM so I start Monday with a clean list of what to automate next.

  2. Keep the output format strict. I ask for the same fields every time so I can compare weeks and see what keeps coming back.

  3. Prioritize only the top three. I pick the candidates with the best mix of frequency, leverage, and ease. Everything else goes into a backlog.

  4. Build from evidence, not vibes. If the signals show up across multiple tools, it is usually a real pattern worth packaging.

  5. Ship one skill before chasing new ideas. The compounding happens when you turn insights into working skills, then feed results back into next week's run.

Key insight: A repeated workflow is already a draft skill. Weekly discovery just makes it obvious.

What "good" output looks like

A strong weekly report gives you:

  • A top 3 shortlist you can act on immediately
  • Clear evidence across Linear, Notion, Slack, Gmail, and Cowork sessions
  • Trigger suggestions so you know exactly when to use the skill
  • Input and output specs so implementation is fast
  • A priority rating that keeps you focused on high-ROI wins first

Additional Reading

Here are some related guides to check out:

  1. What is a Skill?
  2. How to Create Your Own Custom Skill
  3. How to Setup Global Context for Claude (CLAUDE.md, USER.md)
  4. Daily Briefing