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D2 Product Preview: Agentic Safety, Semantic Authorization & Guardrails for Real-World AI Actions
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D2 Product Preview: Agentic Safety, Semantic Authorization & Guardrails for Real-World AI Actions

# D2 Product Preview

As more teams move beyond chat over data and start giving agentic systems the ability to take real actions—triggering workflows, changing state, even touching money—the old safety patterns start to crack. Role-based access control on APIs and a few regex-based guardrails on model output aren’t enough when you have autonomous or tool-using agents making decisions inside complex, ambiguous business processes. Agentic systems today are substantially limited by hallucination, adherence problems, poor context length, increasingly high token use, and model attention.

In this roundtable, we’ll explore how to make agents significantly more effective, using emerging patterns for agentic safety: how we direct and constrain what agents are allowed to do, on whose behalf, and under what conditions. We’ll focus on semantic authorization—authorizing “what this action means in the business context” rather than just “which endpoint is called”—and on practical, layered guardrails that go beyond prompt engineering or AI red-teaming.

Chad Wathington is the CEO of Manual Software. His career has spanned product, strategy, and engineering leadership roles. Some of you may have attended his session @ ELC Annual 2024. He will give a brief overview and demo of a semantic authorization control plane, and then the group will spend most of the time comparing notes:

  1. How are you preventing unsafe or unintended agent actions today?
  2. Where do current tools and patterns fall short for your domain?
  3. What would a credible safety, governance, and audit story look like for agents in your organization?

Agenda

From9:00 PM
To9:05 PM
GMT
Tags:
Opening
Opening
  • Why agentic safety is a defining engineering challenge right now
  • What we aim to learn together in this session
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From9:06 PM
To9:10 PM
GMT
Tags:
Roundtable
The Problem: The Safety Gap in Real-World Agent Actions
  • Why traditional RBAC, prompt rules, and static guardrails fail
  • Real examples of unsafe / unintended agent behavior
  • Constraints: hallucination, adherence issues, ambiguous business logic
  • The need for semantic understanding of actions, not surface-level API permissions
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From9:11 PM
To9:25 PM
GMT
Tags:
Roundtable
The Solution: Semantic Authorization & Layered Guardrails
  • Conceptual model of “authorizing meaning” instead of “authorizing endpoints”
  • How a semantic control plane works within modern agentic architectures
  • Practical patterns for safe delegation, governance, and auditability
  • Short demo of Manual’s approach
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From9:26 PM
To9:35 PM
GMT
Tags:
Founder Presentation
Demo

How this shows up in practice

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From9:36 PM
To9:55 PM
GMT
Tags:
Q&A
Roundtable Discussion & Feedback
  • How are you preventing unsafe/unintended agent actions today?
  • Where do current tools or internal patterns fall short?
  • What would a credible safety, governance, and audit story look like in your org?
  • Concrete feedback on semantics, policy design, and product direction
  • Opportunities for collaboration or design partnership (optional, opt-in only)
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From9:56 PM
To10:00 PM
GMT
Tags:
Closing
Closing
  • Key insights captured
  • Follow-up materials (optional)
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Starting in 8 days
February 12, 9:00 PM GMT
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Organized by
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Chad Wathington
Starting in 8 days
February 12, 9:00 PM GMT
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Organized by
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Chad Wathington
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