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Apr 15, 2026

A Stack Overflow for Agents? - Peter Wilson

Peter Wilson warns that AI coding assistants will continually hallucinate outdated dependencies without persistent memory. Learn how Mozilla's CQ creates a secure, localized Stack Overflow for your team.

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#1 about 3 min

The challenge of outdated training data in coding agents

How the rapid evolution of frameworks and stale model datasets cause repeated frustrations for developers.

#2 about 3 min

Introducing a shared knowledge layer for AI assistants

Enabling coding assistants to share resolutions for outdated API calls and prevent repetitive errors.

#3 about 2 min

Managing confidence scores and knowledge decay over time

Strategies for generalizing problem resolutions and managing the relevance of saved rules as systems evolve.

#4 about 4 min

Demonstrating outdated version selection in agent workflows

A live example showing an AI assistant incorrectly selecting a deprecated checkout action for a repository pipeline.

#5 about 3 min

Proposing and storing human corrections in local databases

How the system captures a human correction and saves it to a local SQLite instance for future reference.

#6 about 3 min

Applying saved knowledge units to fresh agent sessions

Launching a new prompt to verify the assistant retrieves and applies the newly corrected version rule.

#7 about 2 min

Distinguishing between local team servers and public sharing

Running the knowledge base locally versus utilizing a shared server without leaking sensitive repository data.

#8 about 4 min

Building a public knowledge commons without data scraping

Creating a decentralized, organic source of updated practices to replace stagnating technical Q&A forums.

#9 about 2 min

Mitigating malicious dependencies and knowledge poisoning in datasets

Implementing human-in-the-loop reviews and strict guardrails to prevent harmful code from entering the collective dataset.

#10 about 3 min

Gathering early community feedback and iterative deployment steps

How developers are testing the tool locally and contributing improvements through open-source pull requests.

#11 about 3 min

Applying shared knowledge to web performance and dependencies

Using agent knowledge bases to avoid bloated libraries and embrace modern built-in platform features.

#12 about 3 min

Navigating user backlash against AI in open-source products

The necessity of embracing artificial intelligence openly despite community resistance to browser integrations.

#13 about 7 min

Balancing AI enthusiasm with cynical engineering tool practices

Why developers must treat automated coding tools with a healthy skepticism instead of blind trust.

Matching moments

4:06 min

Real-world case study of AI agents causing quiet instability

Vera Slavnić Vera Slavnić · Europe 2026 Virtual

2:34 min

Balancing developer autonomy with the adoption of coding agents

Clemens Wasner Clemens Wasner +4 · WWC Europe 2026

2:06 min

Rethinking team structures around AI agent capabilities

Mike Mike · WWC 2025

49 sec

Integrating AI agents as collaborative software team members

Mike Mike · WWC 2025

6:27 min

Using AI copilots to explain and debug legacy codebases

Chris Heilmann +2 · LIVE

3:31 min

Introducing knowledge as a service to contextualize AI workflows

Prashanth Chandrasekar Prashanth Chandrasekar · WWC 2024

Upcoming sessions on this topic

Open session

World Congress 2026 North America

When Agents Became Users: Rearchitecting Identity and Permissions for AI at Scale

Yoav Gal, Dor Cohen

Yoav Gal
Dor Cohen
Open session

World Congress 2026 North America

AI Agents are Only as Smart as their Context: Building a Real-Time Context Engine at Intuit

Bharat Patel

Lead Software Engineer at Intuit

Bharat Patel
Open session

World Congress 2026 North America

Responsible AI Architecture with Zero Trust Agents

Ashok Prakash

Staff ML Engineer at Apple

Ashok Prakash
Open session

World Congress 2026 North America

rm -rf: Horror Stories From Unsandboxed AI Agents (and How Docker Fixes This)

Rishab Kumar

Staff Developer Evangelist @ Twilio

Rishab Kumar
Open session

World Congress 2026 North America

From Software Agents to Physical Devices: Inside the Agentic Hardware Stack

Vivian Hu, Michael Yuan

Vivian Hu
Michael Yuan
Open session

World Congress 2026 North America

DeepAgents: Build Multi-Agent AI Systems That Actually Work

Anagha Rumade, Apoorva Jaiswal, Anjana Umapathy

Anagha Rumade
Apoorva Jaiswal
Anjana Umapathy

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