← statichum.studio

Vendor-Neutral Agent Runtime Policy Layer That Enforces Org-Level Rules Across OpenAI Agents SDK, Anthropic Managed Agents, And Custom LangGraph Stacks

dev tool venture scale •• multiple requests

An HN asker put it directly: 'A runtime layer for AI agents that enforces execution boundaries: traces, replay, and a hard "no" when something unsafe is about to run.' OpenAI just shipped a native sandbox in the Agents SDK and Anthropic shipped Managed Agents, but both are vendor-specific and both are sandboxes for the code, not policy gates for the decisions (no rm -rf, no payment over $X without approval, no DB writes outside business hours). The gap is a Falco-for-agents that wraps any agent runtime with org policy.

builder note

Position as the open-policy-agent layer for agents... import once, declare rules in Rego or YAML, intercept every tool call regardless of which SDK fired it. The real product is the rule library, not the runtime. Get an enterprise design partner with a horror story (an agent ran rm -rf, an agent wired money) and use that to seed the rule pack.

landscape (3 existing solutions)

Vendor-specific sandboxes and observability are both well-served. Vendor-neutral, real-time policy enforcement that can pause or veto an agent's next tool call is not.

OpenAI Agents SDK Sandbox Sandboxes the code execution environment via Blaxel/E2B/Modal/etc., but does not enforce business-policy gates on the decisions an agent makes. And it's OpenAI-only.
Anthropic Managed Agents Splits agents into brain/hands/session with credential isolation via vault. Better, but still Anthropic-only and not a vendor-neutral middleware you can layer over your existing stack.
Agent observability tools (Langfuse, LangSmith, Arize, Maxim) Trace and replay are solved. Enforcement is not. These tools show you what happened, they don't stop the unsafe action mid-execution.

sources (3)

hn https://news.ycombinator.com/item?id=46345827#46381881 "A runtime layer for AI agents that enforces execution boundaries: traces, replay, and a hard 'no' when something unsafe is about to run" 2026-02-15
other https://techcrunch.com/2026/04/15/openai-updates-its-agents-... "Many agent-building frameworks... lack appropriate guardrails, placing the burden of risk management on deploying companies" 2026-04-15
other https://openai.com/index/the-next-evolution-of-the-agents-sd... "Sandbox primitives launching first in Python" 2026-04-15
ai-agentssecuritypolicyguardrailsruntime