---
title: "Continual Learning for AI Agents: From Failures to Durable Improvements - Soheil Feizi, RELAI"
category: "resources"
sourceLabels:
  - "Public YouTube metadata"
  - "YouTube transcript"
videoId: "2IxD9OB3XuQ"
last_enriched: "2026-07-06T19:48:34.154760+00:00"
---
# Continual Learning for AI Agents: From Failures to Durable Improvements - Soheil Feizi, RELAI

## What It Is
A public AI Engineer YouTube AI Engineer cut video used as supporting material for the AI Engineer World's Fair 2026 wiki.

## Transcript Status
Cached transcript text is available at `raw/sources/youtube-transcripts/2IxD9OB3XuQ.txt` (3,230 words).

## Topic Signals
- [[agent-evaluations|Agent Evaluations]], [[ai-sandboxes|AI Sandboxes]], [[mcp|MCP]], [[coding-agents|Coding Agents]]
- Transcript keywords: `website`, `coding`, `data`, `terms`, `reward`, `cannot`, `weights`, `focus`

## Link
[YouTube](https://www.youtube.com/watch?v=2IxD9OB3XuQ)

## Extracted Slides
- [[youtube-2IxD9OB3XuQ-slides]]