Best agent use cases resemble jobs

Karan Vaidya shares recruiter and sales workflows where agents handle sourcing, enrichment, outreach preparation, and other end-to-end knowledge work.

Play episode from 40:48

chevron_right

Transcript

chevron_right

Transcript

Episode notes

Karan Vaidya, CTO of Composio, explains how their “smart tool” platform lets AI agents access over 50,000 tools across 1,000+ apps through a single interface. He details how Composio handles tool discovery, authentication, sandboxes, and logging, and how an AI-powered feedback loop continuously improves tools in real time. The conversation explores avoiding model lock-in through robust skills and instructions, translating capabilities across model providers, and why the best agent use cases look more like full jobs than isolated tasks.

Google: Try Google's latest and greatest model, Gemini 3.1 Pro, in AI Studio (https://aistudio.google.com/) or the Gemini app.

Sponsors:

Tasklet:

Tasklet: Build your own Cognitive Revolution monitoring agent in one click.
Try it for free and use code COGREV for 50% off your first month at https://tasklet.ai

VCX:

VCX, by Fundrise, is the public ticker for private tech, giving everyday investors access to high-growth private companies in AI, space, defense tech, and more. Learn how to invest at https://getvcx.com

Claude:

Claude is the AI collaborator that understands your entire workflow, from drafting and research to coding and complex problem-solving. Start tackling bigger problems with Claude and unlock Claude Pro’s full capabilities at https://claude.ai/tcr

CHAPTERS:

(00:00) About the Episode

(03:38) Special Sponsor

(05:10) Composio overview and harness

(10:20) Users, trust, security

(19:45) Sandboxes and execution (Part 1)

(19:53) Sponsors: Tasklet | VCX

(22:46) Sandboxes and execution (Part 2)

(28:07) Smart MCPs and skills (Part 1)

(34:25) Sponsor: Claude

(36:38) Smart MCPs and skills (Part 2)

(44:10) Context, access, upgrades