Scaling AI · Operator NotesIn classic software, release management usually concerns application code. In AI systems, a release includes far more elements at once: base model, system prompt, tools, safety rules, refusal policies, model routing,…
2026-06-01·7 min read
Scaling AI · Operator NotesClassic application monitoring relies on a simple assumption: the same input should produce the same output or a predictable error. AI systems, especially those based on language models and tool-using agents, break th…
2026-06-01·5 min read
Scaling AI · Board BriefIn many companies, the LLMOps conversation quickly becomes a technical acronym stream: embeddings, orchestrators, evaluations, guardrails, observability, model routing. For boards and executive teams, this is often no…
2026-06-01·6 min read