Series
LLM Wiki
Compile-time synthesis. The LLM maintains a linted markdown knowledge base at ingest — paid per source, ~free per query. Inverted RAG, after Karpathy.
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`.
LLM Wiki
LoRA on Nemotron Nano — Fine-tuning a 9B Without Blowing Unified Memory
A planned walk through LoRA fine-tuning on Nemotron Nano 9B with NeMo Customizer: rank and alpha sweeps, a tiny domain corpus, and the memory accounting that keeps a PEFT run from tripping the Spark's 128 GB unified-memory wall.