Framework-neutral narrative of what portfolio-optimiser aims to achieve and the
two hypothesised approaches to the same method. Claude Agent SDK paragraphs
corrected by the user: the SDK spans both emergent (one agent + subagents) and
explicit orchestration (hand-written or agent-authored workflow script with a
non-LLM validator gate). The real difference vs MAF is ready-made named
constructs vs building blocks — not emergent vs explicit.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01Fif1r1En5W542HbZV88yMH