?research
local first provenance learning creative economy security

research as a decision engine

Research & Insights

Wisdom becomes useful when it changes what we build, fund, teach, or preserve.

This page collects the ideas guiding Spwashi: local-first software, provenance, learning science, library practice, security research, craft, publishing, community economics, and attention as a design material.

An insight is not finished until it becomes a clearer card, tool, method, service, lesson, reference, or decision.

?wisdom_ladder

How I Weigh Insight

  1. Lived signal - what people are actually experiencing.
  2. Working evidence - what repeated practice shows.
  3. Primary sources - standards, papers, manuals, field knowledge.
  4. Trusted interpretation - people with demonstrated craft.
  5. Prototype result - what happens when the idea touches a real artifact.
  6. Public record - what can be referenced, revised, or challenged later.
^research_categories

Research Categories

Local-first records

Local Proof Cards, browser-local notes, portable seeds.

Provenance and trust

Reference cards, claim language, revision rules.

Learning systems

Onboarding paths, lesson cards, calm explanations.

Creative economy

Funding targets, membership, revenue sharing.

Publishing surfaces

lore.land, ebooks, covers, author workflows.

Security and integrity

Abuse prevention, permissions, verification.

AI as infrastructure

Optional assistance, not mandatory identity.

~source_language

Borrowed Language, Practical Scale

Local-first software gives the work agency, ownership, privacy, preservation, and control. Provenance standards give language for origin, edits, history, and authenticity. Verifiable credentials give language for claims, holders, issuers, verifiers, and tamper-evident exchange.

The v1 stays simpler: a card makes a claim, a screenshot preserves it, a URL or seed lets someone revisit it, and a later version can supersede it.