LongCat-Flash-Chat Official Chat Template and Tool-Calling Prompt
Use the official Round format and LongCat tool-call tags for one weather or order lookup, with explicit parameters, call order, and final-answer checks.
Prepare
User request, Tool JSON schema, Stubbed tool return, Acceptance rules
Runtime
Transformers or a LongCat-compatible service; a reachable tool stub.
Hugging Face (the official Meituan LongCat model card)Vendor report
LongCat-Flash-Chat Official Model Card: MoE Architecture, Benchmarks, and Tool Capabilities
The official card describes a 560B MoE with about 18.6B–31.3B dynamically active parameters, reports 89.71 on MMLU and 89.65 on IFEval, and documents LongCat tool tags.
Evidence
Vendor report
Boundary
Does not support production success-rate, current API latency, or universal schema compatibility; local hardware and routing are outside the card.
LongCat Official Change Log: Flash-Chat API Launch, Upgrades, and Retirement/Migration Boundaries
The official Change Log records Flash-Chat API launches, upgrades, and retirement or migration points; it is useful for endpoint support checks, not answer quality.
Evidence
Editorial analysis
Boundary
Does not support quality, latency, or quota comparisons; no fixed request set, region, or repeat sample is provided.
Reddit: Community Observations on LongCat-Flash-Chat 560B MoE Speed and Local Deployment
A LocalLLaMA discussion covers agent capability and deployment expectations, useful for selecting hypotheses to test; it is not a reproducible benchmark.
Evidence
Personal experience
Boundary
Does not support a generalizable success rate or model rank; controls, fixed client, and complete logs are missing.