About Lars Toomre

FinTech Leadership and Current Risk Focus

Lars functions as a thought leader, trusted advisor, and practitioner for institutions grappling with the intersection of capital markets risk, FinTech and financial data reliability, semantic knowledge infrastructure, and the emerging Agentic Artificial Intelligence ("Agentic AI") era. Current clients include CapConnections+ and Kindali. Finally, Lars serves as Managing Partner of Brass Rat Capital LLC ("BRC").

The Toomre Family of Companies

BRC's affiliates each carry a distinct mandate. Toomre Capital LLC ("TC") houses Lars's formal standards and governance advocacy, including the Voluntary Consensus Standards Body ("VCSB") qualification questions underlying the FinTech Standards Leadership work below. Toomre.ai develops AI-native financial analytics applications built on the WILT Knowledge Garden ("WKG") as their semantic substrate — the same RDF/Turtle ontology described under Publications and Knowledge Infrastructure. WILT KG Partnership, a Wyoming entity, holds and licenses the intellectual property behind Lars's proprietary frameworks — the WKG ontology itself, together with Tau, the Bull Shit Detection ("BSD") Algorithm, Near Real-Time Enterprise Risk Management ("NRTERM"), and SBRM — to BRC, BRCF, TC, ProvokAI, Toomre.ai, and SBRM Solutions. Provokative Capital LLC carries Lars's education and training initiatives, extending a role he has held in some form since leaving MIT in 1982.

FinTech Standards Leadership

Since 2013, Lars has contributed, without compensation, to the development of financial-data software standards and ontologies through a federally recognized Voluntary Consensus Standards Body ("VCSB") process — the framework under which the National Technology Transfer and Advancement Act ("NTTAA") and Office of Management and Budget ("OMB") Circular A-119 direct federal agencies to adopt privately developed standards rather than invent government-unique specifications. Lars holds the trademark on the specification that resulted, the Standard Business Report Model ("SBRM"), and leads its real-world adoption through SBRM Solutions LLC ("SBRM Solutions"), a BRC affiliate built to help financial institutions implement SBRM in practice. Together, the trademark and the implementation arm were instrumental in getting the SBRM ontology positioned as the standard financial institutions will rely on to satisfy their federal reporting obligations.

That obligation is Machine-Readable Reporting ("MRR") — known in its financial-sector-specific form as Machine-Readable Financial Reporting ("MRFR") — mandated by Financial Data Transparency Act ("FDTA") Section 5821. The FDTA requires that financial reports flowing to, from, and between the eleven covered Federal financial regulators become machine-readable, using "free and open" data definitions, with compliance obligations phasing in beginning January 1, 2027. SBRM is the ontology built to meet that requirement, and SBRM Solutions is the vehicle through which Lars and BRC guide institutions through MRR/MRFR implementation in practice — not just the standards-writing side. Lars maintains a public editorial commitment to covering MRR/MRFR implementation, and the VCSB governance questions underneath it, in each edition of The Coffee Grind.

Software standards, in Lars's view, deliver a compounding cascade of benefits: enabling digital transformation, reducing complexity through a common understanding of the meaning of data objects, enabling Algorithmic Regulation with Big Data, machine learning ("ML"), and AI models, increasing financial transparency, reducing financial complexity, and measurably reducing systemic risk overall.

Wall Street Career

At major financial institutions — including Lehman Brothers, MetLife, UBS, Citigroup, and Munich Re — Lars focused on assessing, modeling, analyzing, pricing, underwriting, transacting in, and managing risk. His early work included the technology and programming architecture behind Investors GNMA Trust 1983-1, among the first securitizations to "cut and dice" agency mortgage pass-throughs into multiple classes.

Lars became head of Lehman's Collateralized Mortgage Obligations ("CMOs") and Asset-Backed Securities ("ABS") Trading Desk at age 25 in 1986. The following year, as desk head, he led Community Program Loan Trust 1987-A, a $1.934 billion securitization of Farmers Home Administration water and sewer loans rated Aaa/AAA on overcollateralization alone — priced directly into the bond market selloff of August and September 1987.

That deal placed Lars among the original "bond vigilantes" of 1987: rather than wait for a frozen market to find its own level, he opened trading with deliberately inverted markets, paying a bounded spread to force immediate price discovery. The offering was oversubscribed roughly six to seven times, and its structure broke new ground on tenor: Community Program Loan Trust 1987-A priced with a duration of roughly twelve years, against a market where the longest comparable deal to date ran closer to three and a half years. The episode remains the historical anchor for the Bond Vigilante framework Lars still applies today — the lens through which The Coffee Grind reads bond markets as a referendum on central-bank credibility. Two decades later, Lars identified the structural conditions that produced the 2007–2008 Global Financial Crisis. Both calls inform his current conviction that Systemic Risk remains embedded in opaque data structures, inadequate standards, and misaligned regulatory incentives — themes central to his ongoing policy advocacy.

Technical Expertise

Lars's core areas of expertise include digital transformation, computational finance, financial engineering, machine learning, artificial intelligence, RegTech, and FinTech — with particular depth in the application of semantic knowledge infrastructure and Agentic AI to capital markets and regulatory compliance workflows. His proprietary frameworks include:

• Tau Intelligence Engine ("Tau") — structural fragility monitoring for capital markets
• Bull Shit Detection ("BSD") Algorithm — systematic narrative interrogation against observable data
• Near Real-Time Enterprise Risk Management ("NRTERM") — real-time aggregation of risk observables
• The WKG — a What Is Lars Thinking ("WILT") Knowledge Garden built in RDF/Turtle with PROV-O provenance tracking and SPARQL query access
• The Standard Business Report Model ("SBRM") — the ontology Lars authored and trademarked, implemented through SBRM Solutions, now positioned as the VCSB standard for Machine-Readable Reporting ("MRR")/Machine-Readable Financial Reporting ("MRFR") under FDTA Section 5821

In his technical implementation work, Lars's preferred language stack is TypeScript and React, reflecting a commitment to type-safe, maintainable, and scalable software architecture for enterprise knowledge systems.

Publications and Knowledge Infrastructure

Lars is the author of The Coffee Grind by Provokative AI, a research series blending market data, geopolitical analysis, and epistemological commentary, published at BRCFinTech.com. The publication has developed a dedicated following among capital markets professionals seeking rigorous, institutionally grounded analysis.

Lars also leads the development of the What Is Lars Thinking ("WILT") Knowledge Garden ("WKG"), a Semantic Knowledge Infrastructure platform built on Resource Description Framework ("RDF"), Turtle ("TTL"), and SPARQL standards, with ISO 704:2009-compliant definitions, PROV-O provenance, and Simple Knowledge Organization System ("SKOS") concept entries — designed for enterprise-grade Agentic AI consumption at scale.

Education and Personal Background

Lars Toomre is a third-generation Massachusetts Institute of Technology ("MIT") engineering graduate. His maternal grandfather was an MIT-trained engineer; his father, Alar Toomre, is Professor Emeritus of Applied Mathematics at MIT and a recipient of the MacArthur Foundation Fellowship — widely known as the "Genius Grant." Lars himself graduated from MIT in the Class of 1982 with a Bachelor of Science in Mechanical Engineering ("BSME") and a minor in Economics. His daughter, Kyra Toomre, holds the title of Managing Director at Goldman Sachs, extending the family's multi-generational tradition of achievement at the intersection of quantitative rigor and institutional finance.

Teaching has run through Lars's career in some form since he left MIT in 1982 — a throughline now formalized through Provokative Capital's education and training initiatives.

Outside of professional endeavors, Lars is an avid reader across history, science, finance, and philosophy. He is a committed foodie who cooks regularly and with genuine passion, maintains a daily discipline of 10,000 steps, and dabbles with model railroads as precious spare time permits.

Engage with Lars

Lars welcomes engagement from capital markets professionals, standards practitioners, regulatory technology innovators, and institutions seeking rigorous, independent analysis at the frontier of financial data governance and Agentic AI. He can be reached through BRCFinTech.com and through the Provokative AI platform.