Orchestration

TL;DR Most multi‑agent LLM frameworks still rely on a central organizer that becomes expensive, rigid, and a single point of failure. Symphony proposes a fully decentralized runtime—a capability ledger, a beacon‑based selection protocol, and weighted Chain‑of‑Thought (CoT) voting—to coordinate lightweight 7B‑class models on consumer GPUs. In benchmarks (BBH, AMC), Symphony outperforms centralized baselines like AutoGen and CrewAI, narrowing the gap across model quality and adding fault tolerance with ~negligible orchestration overhead. ...

TL;DR: BusiAgent proposes a client‑centric, multi‑agent LLM framework that formalizes roles (CEO/CFO/CTO/MM/PM) with an extended Continuous‑Time MDP, coordinates them via entropy‑guided brainstorming (peer‑level) and multi‑level Stackelberg games (vertical), and squeezes extra performance from contextual Thompson sampling for prompt optimization—wrapped in a QA stack that fuses STM/LTM memories with a knowledge base. It’s a serious attempt to connect granular analytics to boardroom decisions. The big win is organizational alignment; the big risks are evaluation rigor, token economics, and ops reliability at scale. ...