Build audit evidence into the agent workflow.
A practical design for retaining sources, tool actions, exceptions, and human decisions while agents prepare assurance work.
Author · LockedIn Labs
Sam M. Sweilem
Sam M. Sweilem leads LockedIn Labs, working on enterprise AI implementation, regulated software delivery, and governed agentic workflows.
Implementation guides
Practical writing on agentic workflows, AI-assisted software delivery, and the responsibilities behind regulated implementation.
AI-assisted delivery · 5 min read
Keep the thread from requirement to AI-assisted release.
A concrete traceability pattern for teams using coding agents: connect acceptance criteria, changes, tests, artifacts, and release decisions.
Forward-deployed engineering · 5 min read
Define the FDE team before the first production change.
A responsibility model for forward-deployed engineers, product owners, operators, and reviewers implementing AI in regulated environments.
These guides offer implementation recommendations with linked primary sources. ControlFrame Research remains the byline for the publication’s existing research briefings.