HAA Research & Innovation Hub

From Reactive Checks
to Autonomous
Audit Intelligence

Academic research at the intersection of government accounting, agentic AI systems, and regulatory compliance — helping public agencies modernize without compromising oversight.

Academic Researcher · Research-Based
6
Specialized AI
Audit Agents
100%
Population
Analysis Coverage
XAI
Full Explainability
Trail Built-In
Continuous Auditing
Fraud Detection
Human-on-the-Loop
XAI Traceability
HAA
Hybrid Agentic
Audit Framework

Academic Research
Meets Applied Practice

As a pioneer in Agentic AI for auditing and creator of the Hybrid Agentic Audit (HAA) framework, focus on redefining financial operations, shifting from manual data processing to continuous, explainable audit intelligence, while maintaining rigorous compliance standards and human-in-the-loop governance.

Bridges academic research in accounting information systems with practical for companies navigating the transition to AI-augmented finance operations. I focus specifically on the structures, safeguards, and standards needed to make agentic automation trustworthy in public sector contexts.

Academic research in accounting & AI systems
Specialization: AI Oversight (Agentic Workflows),Data Analytics (SQL, Python) , Governmental Accounting, Accounting Technology
Creator of the Hybrid Agentic Audit (HAA) Framework
Developer: "Philosophies in Accounting" curriculum series
Note: This site provides research-based.
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Academic Research
Publishing and presenting work on agentic AI in government accounting, multi-agent orchestration, and the ethics of autonomous financial systems.
🏛
Government Focus
All research is grounded in the specific regulatory environment of public entities and private companies — GASB, FAA, OMB Uniform Guidance
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Human-Centered AI
The HAA Framework is built on the principle that AI agents should amplify human judgment, not replace it — especially in fiduciary and compliance contexts.
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Education & Curriculum
Developing structured training materials to prepare the next generation of government finance professionals for an AI-augmented future.

How We Help
Government Agencies

Research-backed engagements designed around the specific needs, risk tolerance, and regulatory obligations of public sector and private companies finance teams.

01 · Automation inquiries
Automating Manual Data Entry

Help companies and agencies identify, map, and eliminate manual data entry workflows using the HAA Framework's agentic ingestion layer. From reconciliation to grant fund tracking, Design automated pipelines that connect your existing sources — ERPs, PDFs, Excel, databases — to normalized, audit-ready outputs with zero manual transcription.

ETL Agent Design PostgreSQL PDF Extraction Excel Integration Reconciliation
02 · Framework Design
Designing the HAA Framework for Your Company

Every government entity has a unique combination of data sources, regulatory obligations, and staff capacity. Design a bespoke Hybrid Agentic Audit implementation — specifying which agents to deploy, how Institutional Memory is built, where the Human-on-the-Loop checkpoints sit, and how the XAI traceability trail is structured for your auditors.

Multi-Agent Architecture Compliance Logic Audit Trail Design Exception Workflows Fraud Controls
03 · Software Advisory
Helping Agencies Choose the Right Software

The finance software market is highly saturated, with numerous vendors competing to address GASB, FAA, federal, and local compliance requirements. Provide independent, research-based software selection guidance — evaluating tools against your compliance obligations, data architecture, staff skill level, and long-term interoperability needs. No vendor relationships, no commissions.

Vendor Evaluation ERP Assessment Compliance Fit Analysis pgAdmin / PostgreSQL Independent Advice
04 · Training & Education
Philosophies in Accounting Training

Deliver structured training workshops and curriculum materials for finance staff, covering the intellectual foundations of agentic AI in accounting, regulatory compliance literacy (GASB, FAA, OMB), and the human judgment skills needed to oversee autonomous systems responsibly. Based on my academic "Philosophies in Accounting" curriculum series.

Staff Workshops GASB Literacy AI Oversight Skills Curriculum Design Academic Materials

Agentic AI for Auditing:
From Reactive Checks to Autonomous Intelligence

A multi-agent architecture where six specialized AI agents — coordinated by an orchestration layer and grounded in Institutional Memory — continuously auditfinancial data, escalating only meaningful exceptions to the Human-on-the-Loop.

Hybrid Agentic Audit (HAA) Framework · Full Architecture
Input Data & System Integration
🏢 ERP Systems
🗄 Financial Databases
🏦 Bank Transactions
📄 Invoices / Documents
Cloud Applications
Continuous Data Ingest →
Institutional Memory
Knowledge Base of Patterns & Controls
Core Agentic Audit Layer · Agent Coordination & Multi-Agent Orchestra
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Data Ingest & ETL Agent
Extracts, cleans, and structures data from all connected sources into a normalized audit schema
AI Agent
🚨
Exception Detection Agent
Analyzes 100% of populations, flagging deviations, outliers, and threshold violations in real time
AI Agent
🛡
Fraud Monitor Agent
Detects suspicious patterns and initiates blocking or reporting workflows automatically
AI Agent
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Substantive Testing Agent
Automates controls testing — SOX, ISO, Reconciliation, grant fund compliance checks
AI Agent
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Document & Evidence Agent
Collects, tags, and stores digital audit evidence via OCR and structured document ingestion
AI Agent
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Reporting Agent
Generates work papers, exception reports, and regulatory submission packages automatically
AI Agent
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Institutional Memory · Knowledge Base
Shared memory layer: accumulated patterns, regulatory logic, prior findings, and control benchmarks — grounding all agent decisions in institutional knowledge
Agentic Audit Loop
Plan
Ingest
Execute
Analyze
Report
Learn
Output & Human Oversight
Explainability (XAI) Trail
Full traceability — every agent action logged with reasoning, linked to source, regulatory citation, and timestamp
Human Auditor
Strategic Review
  • Escalated anomalies only
  • Actionable insights dashboard
  • Risk assessment summary
Human-on-the-Loop
Judgment & Oversight
Professional authority retained at every sign-off. AI handles volume; humans handle judgment.
Framework Outcomes
  • 100% Population Analysis
  • Continuous Auditing
  • Preventive Fraud Controls
  • Full Traceability & Compliance
  • Improved Decisions & Integrity

Compliance Standards
Embedded in the Framework

The HAA framework's reasoning engine enforces these standards automatically — not as a checklist, but as embedded regulatory logic that agents apply to every transaction.

Federal · FAA
Aviation &
  • FAA AC 150/5100-19D PFC accounting standards
  • Revenue reconciliation & quarterly reporting
  • AIP grant fund tracking & drawdown compliance
  • Triennial audit readiness documentation
  • DOT Inspector General audit preparation
Federal · GASB
Accounting
  • GASB 34 — Basic financial statement model
  • GASB 87 — Lease accounting for governments
  • GASB 96 — Subscription-based IT arrangements
  • GASB 54 — Fund balance classification
  • CAFR structure & note disclosure requirements
State
Statutes
  • State finance & budget management
  • Code financial reporting
  • AMCO entity classification & fund segregation
  • State single audit requirements (2 CFR 200)
  • DOR reporting deadlines & e-submission standards
All Supported Standards
Quick Reference
GASB 34/87/96/54
Core financial reporting
FAA AC 150/5100-19D
PFC use & audit standards
2 CFR Part 200
Federal uniform grant guidance
Yellow Book (GAGAS)
Auditing standards
SOX / ISO Controls
Substantive testing frameworks

Philosophies in
Accounting

Research, writing, and curriculum development building the intellectual foundation AI in finance — for practitioners, researchers, and the next generation of accountants.

Framework Theory
Why "Hybrid" Is Not a Compromise — It's a New Standard

The case for preserving human judgment at the apex of every automated workflow, and why full autonomy creates unacceptable fiduciary and compliance risk in finance.

HAA Series · Vol. 1Read →
Agentic AI Systems
Multi-Agent Orchestration for Continuous Auditing

How six specialized agents — each with a defined domain — coordinate through shared Institutional Memory to achieve 100% population analysis at costs traditional sampling cannot match.

Research Paper · 2024Read →
Staff & Capacity
Your Finance Team Doesn't Need Fewer People. It Needs Better Problems.

Reframing automation as capacity expansion — freeing accountants from data entry so they can focus on analysis, judgment, and policy-aligned financial stewardship.

Policy Essay · 2024Read →
Explainability
The XAI Traceability Imperative: What Auditors Need from AI

Explainable AI isn't optional in the public sector. This paper defines minimum traceability standards for agentic systems operating in federally regulated financial environments.

Academic Paper · 2024Read →
Fraud Prevention
Preventive vs. Detective Controls: How Autonomous Agents Change the Calculus

Traditional audit theory relies on detective controls applied to samples. Agentic fraud monitoring shifts the model to preventive, real-time intervention across entire populations.

Research · 2025Read →
Curriculum
Philosophies in Accounting: A Finance Education Series

A structured curriculum preparing finance professionals for agentic tools — covering AI oversight principles, regulatory fluency, data literacy, and ethical fiduciary judgment.

Education InitiativeExplore →