The prospect of ACP or Agora-AI eventually supporting its own small or ultra-small language model is not a question of ambition or competitiveness.

What emerged in the SPES HB work is not “content reuse” but primitive reuse. That’s why it transfers cleanly to ACP design, AALAM variants,

Compounding is often invoked as a financial metaphor, but its more important application is institutional. Capability compounds only when underlying primitives are stable. Once authority

One of the most revealing outcomes of working through ACP across domains is the realization that nothing fundamentally new is being introduced. The same failures

One of the most revealing outcomes ACP training exercises is not any single essay, caption, or analogy, but the pattern that emerges across formats. Whether