The agentic web evolution: tools to sub-agents to push

We're bringing back one of our most loved episode on Founders in Arms.

Parag Agrawal is the co-founder and CEO of Parallel, building infrastructure for the agentic web. Previously CEO of Twitter, Parag now leads a company architecting how AI agents will interact with the open web at orders of magnitude beyond current human scale. Two years after founding in stealth mode, Parallel recently announced a $100M Series B co-led by Kleiner Perkins and Index Ventures.

What you'll learn:

1. Why everything built for human web consumption will become irrelevant when agents become the primary users
2. How Parallel's APIs enable agents to search, fetch, and monitor the web with unprecedented scale and speed
3. The evolution from simple tool calls to autonomous sub-agents with real decision-making capability
4. Why the web must transition from "pull" (searching on demand) to "push" (alerting when conditions are met)
5. The new business models needed to compensate content creators in an agent-driven web
6. Parag's counterintuitive approach to fundraising: why VC rejections don't sting but customer rejections do
7. The rational game VCs play that founders misinterpret as genuine enthusiasm
8. Why Parag believes we're not in an AI bubble—but an overreaction is coming (and it'll be faster than dot-com)
9. How Parallel built quietly for a year before product-market fit arrived with the agent explosion
10. The operational philosophy of extreme in-person collaboration that shaped Parallel's early culture

In this episode, we cover:

(00:00) Introduction and Parallel's mission

(01:02) What Parallel's APIs enable for AI agents

(02:43) Practical examples: coding agents, sales automation, research

(04:57) The conviction bet on agents before the market existed

(10:54) New business models for content in the agentic web

(20:22) The $100M Series B fundraise and going public

(23:03) Why Parallel built in stealth with carefully chosen early customers

(24:55) Current scale and product offerings

(30:42) The evolution from tools to sub-agents to push-based web

(33:13) Are we in an AI bubble? Parag's nuanced perspective

(36:34) The mental models behind fundraising vs customer rejections

(38:37) Why VC enthusiasm is rational strategy, not signal

(45:37) Biggest career mistake: delaying Twitter's algorithmic timeline

(48:28) The compounding cost of six-month delays

(50:09) Finding inspiration in "re-founders" like Satya Nadella

(51:54) The most rewarding part: watching customers do unexpected things

(52:43) In-person culture and the transition to remote-friendly