The common guidance for designing complex CLI tooling that agents can use is to add a 'non-interactive' mode, where a normally interactive & flow-based command can be executed in a single pass by feeding it a bunch of flags. This is necessary for deterministic automation, but agents aren't scripts; they aren't really constrained in the same way, and they benefit greatly from the same step-by-step contextual workflows that humans do. In this workshop, PayPal goes deep on techniques we've used in our upcoming `paypal` CLI that you can steal to make your complex CLI workflow tool agent-usable — without giving up the guardrails and guidance that interactive CLI tools provide. Speakers: Mark Lummus — PayPal; Navinkumar Patil — PayPal.
Workshops Day 1 sessions at AI Engineer World's Fair 2026 in San Francisco.
Monday, June 29, 2026
2:20 PM - 4:20 PM·2h
Track 4 · Room 2009
Capacity: 250 attendees
Sign in to add this talk to your schedule.

Mark Lummus
PayPal
Software/product leader with 30+ years of experience spanning product management, software engineering, automation, DevOps, and business development.

Navinkumar Patil
Staff Software Engineer
PayPal
Engineer focused on large-scale and distributed systems.