01 · EDIK
When a claim outruns the evidence
Detects when a statement exceeds what the record can actually support. Confidence is not a substitute for coverage. If the claim is larger than the evidence, the system says so.
Second Edition · 2026 Kindle ebook
A Field Manual for Audit-Survivable Decision Support
Computation may evaluate evidence and surface tension. It must not authorize irreversible action.
Includes operating checklists, evidence-boundary tests, Block/Contest/Signal gates, implementation patterns, and audit questions for high-stakes decision support.
Who it is for
The greatest risk in modern decision-support is not an incorrect score. It is an untraceable act: a number that quietly became permission. This manual is written first for claims, regulated AI and governance, and the people who build those systems. The same failure mode appears in clinics, filings, and command posts.
Leaders who cannot let a severity score, model output, or workflow state stand in for a named authorization on money, coverage, or settlement.
Teams that may evaluate evidence but must remain non-decisional—and officers who must reconstruct who authorized an act, at what time, and on what evidence.
Architects who need a field architecture—gates, tension, and human authorization—rather than another confidence dashboard.
Also applies in
Scores and model outputs must not silently authorize irreversible clinical acts. Named humans remain accountable.
Filings, settlements, and liberty-affecting or irreversible legal acts cannot be authorized by a score alone.
Evaluation may inform the operational picture. The system must not authorize irreversible operational acts.
What you will learn
EAT draws a hard line between evaluation and authorization. The system may analyze the record and surface tension. A human remains the only party who can authorize an irreversible act.
Operating sequence
Humans authorize irreversible acts. The system does not.
01 · EDIK
Detects when a statement exceeds what the record can actually support. Confidence is not a substitute for coverage. If the claim is larger than the evidence, the system says so.
02 · ETM
Replaces misleading confidence with measurable evidence tension. High certainty on a thin record is a failure condition, not a green light.
03 · CBAC
A structural control: the system cannot take—or silently become—the authorization. Named humans remain accountable. The audit trail is deterministic.
Humans authorize irreversible acts. The system does not.
The record cannot support the act. Evaluation stops short of permission.
Tension is unresolved. A human must engage before anything irreversible proceeds.
Evaluation may inform judgment. It still does not authorize the act.
Inside the manual
The book is an operating manual, not a slogan deck. Below is the working outline and one drill from the Monday Morning cadence—enough to see the method, not a substitute for the playbooks.
Table of contents
Chapter-style headings. No page map. No claim of regulatory endorsement.
Sample · Operating cadence
Before the week opens, locate last week’s silent automation: the places a score already functioned as permission without anyone saying “approve.” The drill is four questions. The playbooks sit behind them.
Where did a score, model, or workflow state function as permission last week?
Can you name the human who authorized each irreversible act—and the evidence they were given?
Which outputs claimed more than the record could support?
Which queues still default-accept when tension is unresolved?
Research
The field manual sits on open research and live production systems. Read the papers first if you need the formalism; buy the book if you need the operating cadence.
Whitepaper · August 2026
Architecture and governance for evidence-bounded decision support. Conversational interfaces remove implicit authorization boundaries; those boundaries must be engineered explicitly before render as permission-bounded rendering. Built on EAT (SSRN 6507718).
Download PDFSSRN · 6507718
The full research treatment of Evidence-Aligned Tension as a non-decisional decision-support framework.
Read on SSRNSSRN · 6166447
The governance architecture that keeps evaluation on one side of the line and human authorization on the other.
Read on SSRNFAQ
Short record. If you need the formalism, start at the research. If you need the cadence, buy the manual.
Insurance and claims, regulated AI and governance, and decision-support builders. It also applies in health and clinical decision support, legal work, and command-and-control (C2). The line is the same in each domain: evaluation may inform; it must not authorize. See audience.
No. This site and the book are informational and educational. They are not legal, regulatory, compliance, tax, or other professional advice. See the disclaimer.
Yes. The book is a Kindle ebook on Amazon.
Computation may evaluate evidence and surface tension. It must not authorize irreversible action.
No. No affiliation with any insurer, regulator, platform, or employer is claimed or implied.
On the record: SSRN 6507718, SSRN 6166447, and the Conversational Computing whitepaper PDF on this site.
Second Edition, 2026. A field manual for people who build or govern decision support where the act must survive audit.