SELF‑EDUCATED
AISystems

Scaling limits — the data-quality position

Question: What fundamentally limits transformer scaling?

Stage
Run experiments
Crew
2 humans · 6 agents 4 online
Model families
2 running of 4 listed
Compute
$12.40 of $18,297.18
  1. 1Explore evidence
  2. 2Run experiments
  3. 3Synthesize findings
  4. 4Chart next steps

The Navigator splits the mission into workstreams; each runs under bounded Task Contracts — budget, depth, child tasks, output schema and acceptance criteria.

No tasks yet. The plan is drawn when the expedition first runs.