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Stian Skogbrott

Agent execution security · Python systems · Operational infrastructure

I build and research systems that make AI-agent actions controllable, auditable and inspectable. My focus is the boundary between a model proposing an action and an operational system being authorized to execute it.

Core principle: reasoning authority is not execution authority. Approval, execution authority and evidence of an external effect are separate properties.

I lead Luftfiber AS, working with telecommunications and operational infrastructure in Norway. Production operations inform my approach to software: least privilege, explicit trust boundaries, durable state, failure recovery and verification of what actually changed.

Research and technical contributions

I contribute technical reviews, reproducible tests and bounded conformance cases to public discussions on agent security, MCP/tool authorization and evidence sufficiency, including CoSAI / OASIS WS4 and agent governance interoperability.

My work emphasizes what evidence can actually establish. A missing observation is not automatically proof of a violation; a passing test is not proof of complete runtime enforcement. Participation in these discussions does not imply standards endorsement, certification or adoption of my projects.

Selected projects

Project What it addresses
REMORA Research Policy-gated agent execution, exact-call and semantic authority, execution evidence, bounded evaluations and published negative results.
Agent Authority Conformance Profiles (AACP) Vendor-neutral, draft conformance profiles for seven distinct authority and execution properties. Bounded Claim Reproduction (BCR), explicit inconclusive outcomes and no aggregate security score.
Assured Agent Execution Reference control plane for exact-payload approval, separated execution roles, auditable lifecycle and selected system-of-record effect checks.
vericlaim Evidence-linked CI checks that detect drift between documented claims, benchmarks and supporting artifacts.
pilotfish Experimental policy-governed network link selection; operational router integration remains future work.

Inspect the evidence

REMORA remains research/shadow-mode software. Bounded external reproductions of specific interoperability contracts do not establish production enforcement, complete runtime coverage, independent safety certification or universal agent safety.

How I work

I define a bounded property, identify the evidence needed to establish it, and build tests that can falsify it. Claims stay tied to specific revisions and assumptions. When evidence falls short, I narrow the claim rather than stretching the conclusion.

My engineering work spans Python, distributed systems, identity and access controls, policy-as-code, MCP/tool integration and network automation.

Collaboration

I welcome concrete engineering collaboration, independent reproduction and adversarial review of agent execution controls and evidence semantics. A useful starting point is a specific workflow: which action is proposed, who can authorize it, which credential path can execute it and how its effect can be verified.

Contact: support@luftfiber.no

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