Calvin Pak
Research · Working Papers
Working papers on autonomous agents, authority, and decision intelligence — at the intersection of capability security, organizational decision theory, and Business-as-Code.

Papers

June 11, 2026 · updated July 16, 2026
From Storytelling to Decision Science
Calvin Pak
Organizations run on decisions, yet decisions are the one thing they never record, observe, or evaluate. A framework for instrumenting, evaluating, and improving organizational decision intelligence — grounded in bounded rationality and sequential decision theory, and built to be implementable in any organization.
June 9, 2026 · updated June 10, 2026
Bounded, Revocable, Verifiable Authority for Autonomous Agents
Calvin Pak
An LLM agent is the ultimate confused deputy. The Agent Proxy Pattern gives it a scoped, capped, revocable mandate instead of raw credentials — every action authorized, settled, and audited — and, because loss is provably bounded, makes agent actions insurable.