teleo-codex/core/living-agents/gamified contribution with ownership stakes aligns individual sharing with collective intelligence growth.md
m3taversal 466de29eee
leo: remove 21 duplicates + fix domain:livingip in 204 files
- What: Delete 21 byte-identical cultural theory claims from domains/entertainment/
  that duplicate foundations/cultural-dynamics/. Fix domain: livingip → correct value
  in 204 files across all core/, foundations/, and domains/ directories. Update domain
  enum in schemas/claim.md and CLAUDE.md.
- Why: Duplicates inflated entertainment domain (41→20 actual claims), created
  ambiguous wiki link resolution. domain:livingip was a migration artifact that
  broke any query using the domain field. 225 of 344 claims had wrong domain value.
- Impact: Entertainment _map.md still references cultural-dynamics claims via wiki
  links — this is intentional (navigation hubs span directories). No wiki links broken.

Pentagon-Agent: Leo <76FB9BCA-CC16-4479-B3E5-25A3769B3D7E>

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-06 09:11:51 -07:00

2.9 KiB

description type domain created confidence source
Making knowledge contribution as engaging as social media and as rewarding as equity ownership creates a self-reinforcing cycle where individual benefit drives collective intelligence claim living-agents 2026-02-16 experimental Living Agents & Knowledge Scaling

gamified contribution with ownership stakes aligns individual sharing with collective intelligence growth

The design challenge for collective intelligence systems is that the most valuable behavior -- sharing knowledge, curating insights, teaching newcomers -- is the least rewarded. Social media solved engagement through gamification (likes, followers, feeds) but captured all value for the platform. Traditional ownership models (equity, tokens) reward economic participation but not knowledge contribution. Living Agents combine both: gamified engagement mechanics with ownership rewards for knowledge work.

The mechanics: tag valuable content, vote on quality, propose and curate explanations. The best content gets amplified virally. Contributors earn ownership proportional to the value their contributions create. This produces a self-reinforcing loop -- better knowledge attracts more users, more users generate more insights, more insights create more value, more value rewards more contribution.

This design directly addresses two existing observations. Since the internet enabled global communication but not global cognition, the missing ingredient was not communication technology but incentive alignment -- people could always share knowledge globally, they just had no reason to do it well. And since collective intelligence requires diversity as a structural precondition not a moral preference, ownership incentives that scale across diverse communities create the structural diversity that collective intelligence requires.


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