Mirrors – test AI agent changes by replaying production traces
Deterministic seeding creates byte-identical worlds—LangSmith can't reproduce failures like this.

Free audit funnel for AI observability when LangSmith and Helicone already do this.
Engineering teams running AI agents in production
LangSmith · Helicone · Arize
Deterministic seeding creates byte-identical worlds—LangSmith can't reproduce failures like this.
Replays agent traces step-by-step to pinpoint exact failure turns automatically.
Iteratively improves agent harnesses from 67% to 87% on tau-bench using production traces.
PostHog → CRM lead routing for account expansion—useful niche, but Vitally and Gainsight own this.
Applies MIT CSAIL research patterns to make AI agent decisions auditable and traceable.
Another AI debugger claiming full autonomy in a space crowded by Cursor and Codeium.