Tag

#multi-agent

Articles tagged "multi-agent" — 2 entries.

Article №35 agentic NeMo ~28 min read
Machine that Builds Machines

Reading the Lineage Primitive — cxcscmu Auto-Research, Studied from release_artifacts

cxcscmu's own lineage_on vs lineage_off ablation closes the case: same agent, same trial budget, same prompt template — only the rendered lineage block differs, and the run with lineage produces 5.3× more keeps and 3.2× less wall-time waste. This piece extracts that primitive into fieldkit.lineage.

uses fieldkit.capabilitiesfieldkit.trainingfieldkit.lineage

Upcoming inference NIM ~30 min read
LLM Wiki

RaguTeam at SemEval-2026 Task 8: Meno and Friends in a Judge-Orchestrated LLM Ensemble for Faithful Multi-Turn Response Generation — Spark reproduction notes

Reproducing the RaguTeam SemEval-2026 T8 winning system on a DGX Spark — judge-orchestrated 7-LLM ensemble (Qwen3-4B-FP8 + Meno-Lite-0.1 7B local + remote members) with Qwen3-32B judge, then extracting the pattern into `fieldkit.ensemble` + `fieldkit.judge`.