Design Principles
We design the systems that work according to our plan. Most times. Some times.
Last updated
We design the systems that work according to our plan. Most times. Some times.
Last updated
To maximize throughput in AMMO’s multiagent ecosystem, we enforce three foundational design principles:
Focus: Agents operate in parallel without synchronization bottlenecks.
Goal Buddies (creator agents) generate creations and optimize embeddings simultaneously across subspaces.
User Buddies (user agents) rank candidates asynchronously without requiring synchronous human feedback.
Focus: Agents run uninterrupted, even during human feedback integration.
Population-based training cycles mutate agents in the background.
Focus: All content-wise computations collapse to embedding dot products.
Together, they enable AMMO to handle billions of agents in real-world online deployment.
Goal Buddies evolve embeddings continuously; human feedback (via AiPP) updates preference vectors without halting simulations.
Similarity checks, regret calculations, and novelty scores are computed as or in the 1536-dim space.
Utility functions (e.g., ) reduce to linear algebra operations.
