Samar Bons

I build autonomous LLM systems that run in production, safely.

Applied AI / Forward-Deployed Engineer. The work I care about is the envelope around the model: the evals, the guardrails, and the operations that let an agent run unattended without doing harm.

Case studies

CASE STUDY ยท 01

Shipping an Autonomous Cold-Outreach Agent to Production

An eval-driven, safety-gated LLM system that ran a real B2B campaign unattended for weeks: 12,876 prospects sourced, ~87% quarantined by design, safety metrics pinned at 1.000.

Read the case study โ†’