ProgRouter: Online Progress-Guided Orchestration for Multi-Agent LLM Workflows under Quality-Cost Tradeoffs
Multi-agent large language model (LLM) workflows have emerged as a powerful paradigm for solving complex, open-ended tasks through collaborative reasoning among specialized LLM agents, but they incur substantial operating costs due to repeated LLM invocations and long-horizon context accumulation. Existing cascade routing methods make one-shot, query-level decisions and cannot adapt to the dynamic, state-dependent nature of multi-step workflows, in which the right LLM at each step depends on evolving task progress, remaining task difficulty, and cost-efficiency requirements. We present ProgRou
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- FuzzySimilar title/name (fuzzy) · 59%AgentCore-8B →
“Fuzzy title match (0.73): “ProgRouter: Online Progress-Guided Orchestration for Multi-A” ≈ “AgentCore-8B””
- PossiblePossibly related (embedding) · 30%deepset-ai/haystack →
“Possibly related via embedding similarity 0.65 (not asserted). Timestamp check: artifact slightly before paper (-55d).”
- PossiblePossibly related (embedding) · 28%neuml/txtai →
“Possibly related via embedding similarity 0.61 (not asserted). Timestamp check: artifact slightly before paper (-44d).”
- FuzzySimilar title/name (fuzzy) · 87%SWE-agent/SWE-agent →
“Fuzzy title match (0.94): “ProgRouter: Online Progress-Guided Orchestration for Multi-A” ≈ “SWE-agent/SWE-agent””
- FuzzySimilar title/name (fuzzy) · 87%zhayujie/CowAgent →
“Fuzzy title match (0.94): “ProgRouter: Online Progress-Guided Orchestration for Multi-A” ≈ “zhayujie/CowAgent””
- FuzzySimilar title/name (fuzzy) · 66%open-multi-agent/open-multi-agent →
“Fuzzy title match (0.78): “ProgRouter: Online Progress-Guided Orchestration for Multi-A” ≈ “open-multi-agent/open-multi-agent””
- FuzzyOverlapping authors or contributors · 62%ray-project/ray →
“Shared author/contributor keys: wang”
- FuzzyOverlapping authors or contributors · 62%bytedance/deer-flow →
“Shared author/contributor keys: wang”