Michael Goldman, Author at Sprinklenet
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Insights

Financial records and supporting evidence arranged for review.

September 21, 2026

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AI Compliance Workflows for Federal Finance Teams

Consider a policy-research workflow that assembles relevant source passages for a finance
Source data passes through validation into a retrieval index.

September 17, 2026

Data Pipeline Priorities Before Launching RAG

Before building the index, select a representative document set and test extraction,
Different model components connect through a shared application interface.

September 14, 2026

The Case for Model-Agnostic AI Architecture

A provider adapter reduces code changes, but it does not make models
A proposed action passes through a review checkpoint.

September 10, 2026

How to Design Human Review for Agentic Automation

For each action, define who may request it, what the reviewer sees,
Two separate cloud environments with service components.

September 7, 2026

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GovCloud vs Commercial Cloud for AI Workloads

Compare the proposed application boundary, not just cloud labels. Record the data
Software components arranged for technical evidence review.

September 3, 2026

Vendor Due Diligence for AI Implementation Partners

Due diligence should test architecture, security thinking, production experience, and evidence of
Task stages show review, completion, and a manual alternative.

August 31, 2026

AI Change Management for Knowledge Workers

Begin with the tasks users already perform and the decisions they remain
A selected source passage linked to an answer.

August 27, 2026

Building AI Systems That Can Cite Their Sources

A citation should let the reader inspect the passage that supports a
Evaluation results with an exception highlighted for review.

August 24, 2026

RAG Evaluation: What to Measure Before Launch

Separate retrieval failures from answer failures. For each test question, record the
Permission lanes distinguish allowed and blocked access.

August 20, 2026

The Security Review Checklist for Enterprise AI Tools

Ask the supplier to demonstrate one allowed request, one denied request, a
Two software systems joined through an integration layer.

August 17, 2026

Why AI Pilots Fail at the Integration Layer

Start with a dependency record for one workflow: the source system, permitted
Abstract technical illustration for How to Turn Policy Documents Into Searchable AI Knowledge

August 13, 2026

How to Turn Policy Documents Into Searchable AI Knowledge

AI knowledge systems need document structure, authority signals, version control, and answer
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