Build a world where answers have consequences.
OWEN WORLD gives prediction-first learning a small, controlled setting.
Source development
Retrospective chapter prepared 7 November 2026.
A small world with measurable outcomes
The v111 developmental work introduced a deterministic OWEN WORLD, an adaptive Mentor, separated teaching and transfer tasks, and persistence through Memory Core. The learner would make predictions and encounter outcomes rather than receive only a list of correct answers.
The report includes a 100-episode stability exercise and handling of a new relation after restart. Those are bounded results within the designed environment.
What the world does—and does not—show
The observations were structured. This was not raw-pixel discovery, a demonstration of general physics, or proof of unrestricted real-world understanding. It was also source development, not an installed release of the whole school system.
The value of the small world was experimental control. Teaching could be separated from testing, errors could be retained, and later behaviour could be compared with earlier experience. The approximate date follows file chronology.
Sources and limits
- OWEN_V111_DEVELOPMENTAL_LEARNING_REPORT.md
Engineering reports and reviewed source support this entry. Bounded results do not establish general intelligence or consciousness.
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