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Nemotron 3 Nano Omni offers long-context multimodal reasoning for documents, images, audio and video. BF16/FP8/NVFP4 checkpoints are on Hugging Face; the post includes a compact smoke-test and setup.
Guides running VAKRA's runnable benchmark—8,000+ local APIs across 62 domains—to record full execution traces, reproduce common multi‑step agent failures, and guide focused fixes.
How ALTK‑Evolve converts agent interaction traces into short, human‑reviewed guidelines and injects only relevant rules at decision time to improve reliability on multi‑step tasks.
A builder-focused breakdown of Agentic RL for GPT-OSS: what changed, what to implement first, and how founders can decide if the economics work.