---
title: "Scaling up Continual Learning"
category: "talks"
date: "2026-06-30"
time: "11:10am-11:30am"
track: "Memory & Continual Learning"
room: "Track 3"
speakers: ["Ronak Malde"]
sourceLabels: ["Official conference schedule", "Public YouTube metadata"]
scheduleTrack: "Memory & Continual Learning"
scheduleRoom: "Track 3"
scheduleLabels: ["Memory & Continual Learning", "Track 3", "session", "confirmed"]
---
# Scaling up Continual Learning

## Conference Context
- Date/time: 2026-06-30 · 11:10am-11:30am
- Track/room: Memory & Continual Learning · Track 3
- Speaker(s): Ronak Malde
- Session type/status: session · confirmed

- Track: Memory & Continual Learning
- Room: Track 3
- Session type: session
- Status: confirmed

## Session Description
Trajectory (stealth) is a research and product lab building the platform for continual learning, where frontier models are continuously trained as they interact with the real world. We are a team of ex-Deepmind, OpenAI, Meta superintelligence, Apple, and raised 15M from Conviction. The Fair will be after we have launched to the world. We will be walking through the primitives of continual learning, and how we can scale fast by leveraging these tools.

## Media Evidence
No related AI Engineer channel video found yet.

## Evidence Graph
This evidence graph is generated from currently linked source material: official schedule text, related video pages, cached transcripts, visible slide text, dense/reconstructed slide pages, and AI slide-classification audits.

### Media Signals
No linked video, transcript, or slide source has been attached yet.

### Agent Reading Notes
Use these signals to refine the synopsis, topic links, people/company context, and method notes. If a source is a related external video rather than an exact official recording, keep it framed as supporting evidence.

## Transcript Status
No official session recording transcript was found by exact title match on the AI Engineer YouTube channel during this run.

## People
- [[ronak-malde]]

## Notes
- Pending transcript synthesis when an official recording or confirmed matching video is available.

## Synthesis
### Synthesized Breakdown
# Scaling up Continual Learning ## Conference Context - Date/time: 2026-06-30 · 11:10am-11:30am - Track/room: Memory & Continual Learning · Track 3 - Speaker(s): Ronak Malde - Session type/status: session · confirmed - Track: Memory & Continual Learning - Room: Track 3 - Session type: session - Status: confirmed ## Session Description Trajectory (stealth) is a research and product lab building the platform for continual learning, where frontier models are continuously trained as they interact with the real world. We are a team of ex-Deepmind, OpenAI, Meta superintelligence, Apple, and raised 15M from Conviction. The Fair will be after we have launched to the world. We will be walking through the primitives of continual learning, and how we can scale fast by leveraging these tools.

### Speaker And Company Context
- [[ronak-malde|Ronak Malde]] — Co-Founder and CEO at [[trajectory|Trajectory]].

### Topics Covered
- [[agentic-search]]

### Derived Links And Source Material

### Novel Concepts / Clever Methods
- No highlighted novel concept has been detected yet.

### Evidence Boundary
This synthesis is based on the official schedule and linked source pages. It should be revisited when exact session recordings or transcript-backed secondary sources are available.