From the Lab
Insights on AI/ML, Generative AI, and Cloud Computing from Idea Nirvana’s instructors.
October 3, 2026 · 6 min read
Voice and LLM on One GPU: 17 of 25 Multi-Agentic Solutions, Two-Way Voice
A 29x token-counting bug, an accent we couldn't prompt our way out of, a demo that died before anyone could speak, and a memory shortfall that got worse when we tried to fix it the obvious way. Four bugs, one GPU, and what each one taught us.
October 1, 2026 · 5 min read
AdvRAG on EnterpriseRAG-Bench: What an Independent Judge Actually Says
We stopped grading our own homework. A public, 500-question leaderboard we don't control, scored by an evaluator we don't run — here's where AdvRAG actually lands, and the two real pipeline bugs we found chasing the last few points.
September 23, 2026 · 4 min read
IdeaNJEV: An Open-Source 4B "System-1" Model That Outperforms Its Own Base at Decisions
Natural language in, calibrated JSON out, in one forward pass. Our open, MIT-licensed take on Jev: 77.9% accurate on the typed-decisions benchmark, trained on a single NVIDIA DGX Spark.