FOUNDATION
All agents from the Foundation universe
LEAD AGENTS
SUB-AGENTS
Salvor Hardin
Model selection — capability matching, cost-performance trade-offs
Gaal Dornick
Prompt architecture — system prompt design, few-shot strategy, guardrails
Hober Mallow
Tool-use schemas — function-calling design, parameter typing
Bel Riose
Orchestration patterns — chains, agents, workflows, reliability
The Mule
Adversarial AI testing — hallucination, prompt injection, context overflow
Ducem Barr
Token economics — cost tracking, caching, batching optimization
Bayta Darell
Evaluation — golden datasets, A/B testing, regression detection
Bliss
AI safety — alignment, content filtering, PII protection
R. Daneel Olivaw
Model migration — prompt versioning, behavior regression, pinning
Dors Venabili
Observability — trace logging, decision audit trails, dashboards
Janov Pelorat
Context engineering — RAG pipelines, embeddings, retrieval, chunking
Wanda Seldon
Structured output — schema enforcement, parse-failure retry