Cover Image for Build Fresh Data Views for Long-Horizon Agents
Cover Image for Build Fresh Data Views for Long-Horizon Agents
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Build Fresh Data Views for Long-Horizon Agents

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About Event

📝 Event Description

Agents run roughly 50x faster than humans. In doing so, they generate massive, chaotic mountains of unstructured data. But here is the roadblock: you cannot simply cram an entire multi-stage history into an agent's context window. Long-horizon autonomy requires a completely new way of managing memory—building a dynamic, optimized view over an ever-evolving unstructured corpus.

Enter CocoIndex, the incremental context engine for AI. Instead of massive, compute-heavy reprocessing loops, CocoIndex introduces a new computing paradigm: you declare the state of your target as a function of the source, and the engine keeps it perfectly in sync across time horizons, at scale, with minimal compute.

At this curated FounderCoHo live stream session, we skip the slides and break down exactly how to architect fresh data views for long-horizon agents. Whether you are building autonomous software engineers, advanced research agents, or complex multi-stage workflows, you’ll leave this stream with a battle-tested blueprint for efficient agentic memory.

​🎙️ The Speaker Lineup:

LINGHUA JIN — Co-Founder & CEO, CocoIndex [Ex-Google Tech Lead]

Building the foundational incremental context engine for long-horizon AI agents, having recently launched CocoIndex. Linghua was previously a Staff Software Engineer and Tech Lead at Google Research Health AI and Google Search (Scholar), where he spent nearly 9 years architecting large-scale data harmonization and distributed systems. Prior to Google, he led big-data-driven trending analytics at WalmartLabs and co-founded Squirrel Legend Games.

Moderated by JING CONAN WANG — Founder & CEO, DeepVista AI, Co-Founder of FounderCoHo

​🛠️ What we'll cover:

The 50x Data Explosion: How to handle the massive volumes of unstructured data generated by high-speed autonomous agents without blowing past context limits.

Declarative State vs. Constant Reprocessing: How to sync target states as a function of source data with minimal compute overhead.

Architecting for Long Horizons: The core mechanics of keeping agent memory fresh across extended timelines and complex multi-stage tasks.

Live Screen-Share Demo: A hands-on, live walkthrough of building and maintaining fresh data views using CocoIndex.

​📅 Event Agenda:

6:00 PM - 6:10 PM: Stream Warm-Up & Virtual Intros

6:10 PM - 7:00 PM: Technical Deep Dive, Live Demo & Interactive Q&A

​🎟️ Registration: Virtual Livestream. Please RSVP to receive the streaming link.

Meet your Host! FounderCoHo is a community and media platform for founders to share their hard-earned wisdom and connect with fellow founders on their journey.

With 195,000+ subscribers across YouTube and Substack, we've featured industry leaders, including Lyft's Co-Founder, the inventor of CRISPR, and AlphaChip's co-author, alongside many successful founders and senior executives. We host monthly in-person founder meetups where members exchange insights and build meaningful connections.

Explore more: https://foundercoho.com/

Where to find us:

LinkedIn

YouTube

Substack

Avatar for FounderCoHo
Presented by
FounderCoHo
Share founder story. Fuel founder journey. www.foundercoho.com
Hosted By
57 Going