Nemotron covers text reasoning, multimodal understanding, and safety classification. Ultra, Super, Lightning, Nano Omni, and Content Safety differ in architecture, context, and licensing; model specifications and API limits must be checked separately.
Anthropic interviewed 15 startups and distilled five Claude Code operating principles: everyone ships, automate the tedium, trust but verify, build for rebuilding, prototype to productionize. ClickHouse shipped 30% more features, Clay automated 100% of bug triage, Artemis Security hit 6,000+ PRs per week.
For complex queries, have the LLM map out what information is needed and in how many steps — then execute that plan. More systematic than thinking on the fly.