Vibe coding lets AI generate blindly, but enterprise Salesforce needs context. Sweep Build Mode enables agentic engineering: AI understands your org, reasons over dependencies, and deploys safely.
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Sweep
Navigator
Overview
Sweep is the agentic layer for your system metadata — giving your team and metadata agents a complete, living understanding of how your systems work so you can move faster, ship safer, and stay ahead.
18 - Sweep (MW - L2 - Campground)
Sponsored Sessions
Yes
The session explored the evolution of AI-assisted development within the Salesforce ecosystem, focusing on the limitations of 'vibe coding' and the introduction of structured approaches like 'genetic engineering.' While 'vibe coding,' a natural language prompt-based development method, gained popularity for prototyping in 2025, it was found to be unsuitable for production-grade code, with 80% of sandbox-created outputs failing in enterprise environments. The session emphasized the importance of principles like 'spec first,' human-in-the-loop supervision, and guardrails over AI models to ensure robust and maintainable solutions. The presentation showcased how tools leveraging these principles, such as metadata mapping and workflow automation, can enable seamless transitions from outdated processes like workflow rules to flows while maintaining production reliability and reducing technical debt.
<html><head></head><body><p>• Vibe coding is effective for rapid prototyping but fails to deliver production-grade quality in complex enterprise environments, necessitating more structured approaches.</p><p>• Genetic engineering principles, such as 'spec first' planning and human-in-the-loop workflows, ensure AI-generated solutions are robust, secure, and maintainable in Salesforce ecosystems.</p><p>• Using AI tools with deep metadata understanding and proper guardrails allows for efficient automation, such as migrating workflow rules to flows, while avoiding technical debt.</p></body></html>
<a href="https://docs.google.com/forms/d/1RxLLEWKfFX0b9bpAoLIiCAcWhF_8t_8UZ8HDIdBLXMU/viewform?usp=pp_url&entry.996201328=1768431394534001kfr2">Report a Concern</a>
https://docs.google.com/forms/d/1RxLLEWKfFX0b9bpAoLIiCAcWhF_8t_8UZ8HDIdBLXMU/viewform?usp=pp_url&entry.996201328=1768431394534001kfr2
Understand the limits of vibe coding and why enterprise Salesforce development requires context-aware AI.
Learn how Sweep Build Mode enables agentic engineering that understands metadata, dependencies, and org context.
See how AI agents safely generate, refactor, and deploy Salesforce code within real enterprise orgs.
This session is first come, first seated. You do not have a reserved seat.
Yes
All Sessions
Intermediate
IT Business Leader
Agentic AI
Session Summary
Live Session Audio Icon
Visible
Level 2
Theater
Theater
Wednesday, Apr 15
8:00 a.m. Wednesday, Apr 15
Yes
This session explored the transformation and optimization of Salesforce’s internal Org62, the most complex Salesforce org globally, leveraging AI-driven tools and innovative platforms like Sweep. With 25,000 global sales users, 50 million contacts, and $45 billion in revenue flowing through this org, the speakers detailed how AI and metadata graphs were utilized to tackle scale and integration challenges, including the management of 48.6 million lines of Apex code and numerous governor limits. Key initiatives highlighted included migrating legacy processes such as workflow rules to modern flows, deprecating outdated features like Chatter in favor of Slack Record Channels, and debugging complex errors rapidly using AI agents. Future plans involve expanding multi-org capabilities, enabling cross-platform data lineage (e.g., Salesforce Data Cloud and MuleSoft integrations), and empowering developers with enhanced tools for seamless org-wide collaboration and innovation.
<html><head></head><body><p>• AI-driven tools like Sweep enabled Salesforce to transform Org62 by automating metadata analysis, debugging, and planning, significantly reducing time and complexity for tasks like legacy process migration and error resolution.</p><p>• The integration of Slack Record Channels and the deprecation of Chatter showcased how Salesforce is modernizing its internal processes to align with current best practices and enhance collaboration across its ecosystem.</p><p>• Future developments include multi-org and cross-platform capabilities, allowing seamless integration between Salesforce orgs, MuleSoft, and Data Cloud, as well as empowering developers with real-time insights and tools for more efficient workflows.</p></body></html>
<a href="https://docs.google.com/forms/d/1RxLLEWKfFX0b9bpAoLIiCAcWhF_8t_8UZ8HDIdBLXMU/viewform?usp=pp_url&entry.996201328=1768431384447001kHSP">Report a Concern</a>
https://docs.google.com/forms/d/1RxLLEWKfFX0b9bpAoLIiCAcWhF_8t_8UZ8HDIdBLXMU/viewform?usp=pp_url&entry.996201328=1768431384447001kHSP
Learn why large Salesforce org rebuilds stall due to years of customization, org merges, and hidden dependencies.
See how Salesforce uses Sweep’s agentic AI to analyze metadata and refactor complex org architectures.
Understand a new modernization playbook for evolving large Salesforce orgs without rebuilding from scratch.
Reserved seat released 10 min prior to session if not present.
All Sessions
Intermediate
IT Business Leader
Agentic AI
Session Summary
Visible
Level 2
Breakout
Breakout
Thursday, Apr 16
10:00 a.m. Thursday, Apr 16
See how Salesforce IT uses Sweep to refactor the org powering its $38+ billion business. Learn the playbook to automate technical debt cleanup and build an AI-ready org without a complete rebuild.
