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Skills for exploration

March 22, 2026

The mental model for how I approach skills:

  • Each skill fits within a system; it supports that direction
  • I want interest and curiosity, with enough struggle to grow; boredom and fake discipline do not compound.
  • Skills should connect to small problems, simple features, and experiments at a manageable scale, with a feedback loop so learning is not theoretical forever.
  • I weigh how likely a skill is to stay useful to society in the coming years, not as a prophecy, but as a rough filter.

See also chapter 2: Introduction, Personal requirements and future assumptions, Macro-areas, and Problems, products, and exclusions.

Skill notes: Ideation and connecting ideas, Creativity, Clear communication, Taste, judgment, and product sense, Marketing, distribution, and sales, Critical thinking and bias awareness, UI/UX and design execution.

Soft skills

Focus for now:

  1. Ideation and connecting ideas: see Ideation and connecting ideas for how to generate new ideas, connect the dots, and see what others miss, in the present and the future
  2. Creativity: see Creativity
  3. Clear communication (written and verbal): see Clear communication
  4. Taste, judgment, and product sense: see Taste, judgment, and product sense
  5. Marketing and distribution as a solopreneur; sales and customer discovery: see Marketing, distribution, and sales
  6. Critical thinking and bias awareness: see Critical thinking and bias awareness
  7. UI/UX and design execution: see UI/UX and design execution

Other skills that matter:

  • Mental models for complex systems
  • Collaboration and cross-functional teamwork
  • Negotiation and influence
  • Prioritization and the strategic ability to say no
  • Storytelling and narrative development
  • Meta-learning and self-directed learning
  • Emotional regulation and resilience
  • Generalism

Hard skills

Hard skills should also feel worth the effort: productive struggle and visible results.

  • System design
  • Being the kind of software and data engineer who creates real value
  • Infrastructure / DevOps basics

Other skills that matter:

  • Testing and debugging
  • Security fundamentals
  • Other hard skills can depend on the domain
Excluded hard skills2
  • AI/ML literacy
  • Data literacy / analytics