About
Shahul ES studied computer science and became a Kaggle GrandMaster with contributions to open-source AI projects including OpenAssistant.
ikka @shahules786
8/ Enterprise Worlds is open source, starting with ITSMBench. ITSMBench builds on the seed data and action space from ServiceNow’s open-sourced EnterpriseOps-Gym. Big thanks to the @ServiceNowRSRCH team for making that foundation available. Repo: https://t.co/5qGwnivQMz
Jul 29, 2026 · ♥ 2 · ⇄ 2
ikka @shahules786
6/ We also analyzed failed runs to understand how models fail. The pattern is not random. Models often complete the visible step while missing the enterprise consequence: reporting an SLA pause without updating the SLA row, inventing audit timestamps, skipping required https://t.co/81J21u3a1W
Jul 29, 2026 · ♥ 1
ikka @shahules786
5/ Our results show that frontier models still struggle to reliably solve enterprise tasks. The hard parts are not just tool calls. They are policy-following, ambiguity resolution, and maintaining correct state across the workflow.
Jul 29, 2026 · ♥ 1
Founder at Vibrant LabsYC W24
Intro paths
Shahul went through Y Combinator (Winter 2024) — any YC alum in your network can reach them through the YC community.
Their group partner at YC was Nicolas Dessaigne, General Partner at Y Combinator — the partner who ran Vibrant Labs's batch and knows the company first-hand. YC profile ↗
In turn, Shahul can intro founders to Vibrant Labs's investors below.
Vibrant Labs's investors · 2
Co-founders at Vibrant Labs
